{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TensorFlow2.0教程-DCGAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import absolute_import, division, print_function\n",
    "import tensorflow as tf\n",
    "import glob\n",
    "import imageio\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import PIL\n",
    "import tensorflow.keras.layers as layers\n",
    "import time\n",
    "\n",
    "from IPython import display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.数据导入和预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "(train_images, train_labels), (_, _) = tf.keras.datasets.mnist.load_data()\n",
    "train_images = train_images.reshape(train_images.shape[0], 28, 28, 1).astype('float32')\n",
    "train_images = (train_images - 127.5) / 127.5 # Normalize the images to [-1, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "BUFFER_SIZE = 60000\n",
    "BATCH_SIZE = 256\n",
    "# Batch and shuffle the data\n",
    "train_dataset = tf.data.Dataset.from_tensor_slices(train_images).shuffle(BUFFER_SIZE).batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.构建模型\n",
    "\n",
    "### 构建生成器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_generator_model():\n",
    "    model = tf.keras.Sequential()\n",
    "    model.add(layers.Dense(7*7*256, use_bias=False, input_shape=(100,)))\n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "      \n",
    "    model.add(layers.Reshape((7, 7, 256)))\n",
    "    assert model.output_shape == (None, 7, 7, 256) # Note: None is the batch size\n",
    "    \n",
    "    model.add(layers.Conv2DTranspose(128, (5, 5), strides=(1, 1), padding='same', use_bias=False))\n",
    "    assert model.output_shape == (None, 7, 7, 128)  \n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "\n",
    "    model.add(layers.Conv2DTranspose(64, (5, 5), strides=(2, 2), padding='same', use_bias=False))\n",
    "    assert model.output_shape == (None, 14, 14, 64)    \n",
    "    model.add(layers.BatchNormalization())\n",
    "    model.add(layers.LeakyReLU())\n",
    "\n",
    "    model.add(layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', use_bias=False, activation='tanh'))\n",
    "    assert model.output_shape == (None, 28, 28, 1)\n",
    "  \n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "生成器生成图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fab044e90b8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generator = make_generator_model()\n",
    "\n",
    "noise = tf.random.normal([1, 100])\n",
    "generated_image = generator(noise, training=False)\n",
    "\n",
    "plt.imshow(generated_image[0, :, :, 0], cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 构造判别器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_discriminator_model():\n",
    "    model = tf.keras.Sequential()\n",
    "    model.add(layers.Conv2D(64, (5, 5), strides=(2, 2), padding='same', \n",
    "                                     input_shape=[28, 28, 1]))\n",
    "    model.add(layers.LeakyReLU())\n",
    "    model.add(layers.Dropout(0.3))\n",
    "      \n",
    "    model.add(layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same'))\n",
    "    model.add(layers.LeakyReLU())\n",
    "    model.add(layers.Dropout(0.3))\n",
    "       \n",
    "    model.add(layers.Flatten())\n",
    "    model.add(layers.Dense(1))\n",
    "     \n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "判别器判别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tf.Tensor([[-0.00016926]], shape=(1, 1), dtype=float32)\n"
     ]
    }
   ],
   "source": [
    "discriminator = make_discriminator_model()\n",
    "decision = discriminator(generated_image)\n",
    "print (decision)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.定义损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This method returns a helper function to compute cross entropy loss\n",
    "cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 判别器损失\n",
    "def discriminator_loss(real_output, fake_output):\n",
    "    real_loss = cross_entropy(tf.ones_like(real_output), real_output)\n",
    "    fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)\n",
    "    total_loss = real_loss + fake_loss\n",
    "    return total_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成器损失\n",
    "def generator_loss(fake_output):\n",
    "    return cross_entropy(tf.ones_like(fake_output), fake_output)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "generator_optimizer = tf.keras.optimizers.Adam(1e-4)\n",
    "discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "checkpoint保持"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "checkpoint_dir = './training_checkpoints'\n",
    "checkpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\n",
    "checkpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,\n",
    "                                 discriminator_optimizer=discriminator_optimizer,\n",
    "                                 generator=generator,\n",
    "                                 discriminator=discriminator)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.训练函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "EPOCHS = 50\n",
    "noise_dim = 100\n",
    "num_examples_to_generate = 16\n",
    "\n",
    "# We will reuse this seed overtime (so it's easier)\n",
    "# to visualize progress in the animated GIF)\n",
    "seed = tf.random.normal([num_examples_to_generate, noise_dim])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "训练迭代函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Notice the use of `tf.function`\n",
    "# This annotation causes the function to be \"compiled\".\n",
    "@tf.function\n",
    "def train_step(images):\n",
    "    noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "\n",
    "    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
    "      generated_images = generator(noise, training=True)\n",
    "\n",
    "      real_output = discriminator(images, training=True)\n",
    "      fake_output = discriminator(generated_images, training=True)\n",
    "\n",
    "      gen_loss = generator_loss(fake_output)\n",
    "      disc_loss = discriminator_loss(real_output, fake_output)\n",
    "\n",
    "    gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)\n",
    "    gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n",
    "\n",
    "    generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))\n",
    "    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "训练函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(dataset, epochs):  \n",
    "  for epoch in range(epochs):\n",
    "    start = time.time()\n",
    "    \n",
    "    for image_batch in dataset:\n",
    "      train_step(image_batch)\n",
    "\n",
    "    # Produce images for the GIF as we go\n",
    "    display.clear_output(wait=True)\n",
    "    generate_and_save_images(generator,\n",
    "                             epoch + 1,\n",
    "                             seed)\n",
    "    \n",
    "    # Save the model every 15 epochs\n",
    "    if (epoch + 1) % 15 == 0:\n",
    "      checkpoint.save(file_prefix = checkpoint_prefix)\n",
    "    \n",
    "    print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n",
    "    \n",
    "  # Generate after the final epoch\n",
    "  display.clear_output(wait=True)\n",
    "  generate_and_save_images(generator,\n",
    "                           epochs,\n",
    "                           seed)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "生成和保存图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_and_save_images(model, epoch, test_input):\n",
    "  # Notice `training` is set to False. \n",
    "  # This is so all layers run in inference mode (batchnorm).\n",
    "  predictions = model(test_input, training=False)\n",
    "\n",
    "  fig = plt.figure(figsize=(4,4))\n",
    "  \n",
    "  for i in range(predictions.shape[0]):\n",
    "      plt.subplot(4, 4, i+1)\n",
    "      plt.imshow(predictions[i, :, :, 0] * 127.5 + 127.5, cmap='gray')\n",
    "      plt.axis('off')\n",
    "        \n",
    "  plt.savefig('image_at_epoch_{:04d}.png'.format(epoch))\n",
    "  plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.模型训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 11h 8min 3s, sys: 9min 27s, total: 11h 17min 31s\n",
      "Wall time: 3h 13min 51s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "train(train_dataset, EPOCHS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成一张动图\n",
    "checkpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))\n",
    "def display_image(epoch_no):\n",
    "  return PIL.Image.open('image_at_epoch_{:04d}.png'.format(epoch_no))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=288x288 at 0x7FAB04423E10>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_image(EPOCHS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "## 6.训练过程的动图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "with imageio.get_writer('dcgan.gif', mode='I') as writer:\n",
    "  filenames = glob.glob('image*.png')\n",
    "  filenames = sorted(filenames)\n",
    "  last = -1\n",
    "  for i,filename in enumerate(filenames):\n",
    "    frame = 2*(i**0.5)\n",
    "    if round(frame) > round(last):\n",
    "      last = frame\n",
    "    else:\n",
    "      continue\n",
    "    image = imageio.imread(filename)\n",
    "    writer.append_data(image)\n",
    "  image = imageio.imread(filename)\n",
    "  writer.append_data(image)\n",
    "    \n",
    "# A hack to display the GIF inside this notebook\n",
    "os.rename('dcgan.gif', 'dcgan.gif.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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h6tQJ161buHClwmXzZiZcuADw7OnzJ9CgQocSLZoq1a1UqXAxZXroEK6otmxZsoQL1y1cuDx5wmXLFi5coEDhunULF65TuHDduoUL16ZbtwDQrWt30yZbnz7duoXr758/uAYPTpQIFy5buHA1aoRr1ixcuChRwnXrFi5cpHDhunULF65HuHABKG36NClS/7ZMmcLl2nWgQLhm27L16BEuXLd2c+KEy5YtXLhEicJ16xYuXKVw4bp1CxeuSrduAahu/bopU7ZGjcLl3fuiRbjGj9+0CReuW7hwbdqEixYtXLg6dcJ16xYuXKlw8e+fCSAuXAAIFjR4EGFChQsZNiRFCtasWbgo4go1axYuXLUQIVKl6tYtWq9eqVJ1q1YtW7Zatbr1EheuWrho4rJ189UrADt59ty06RUsWLdu4cLFSpasW0tFiYIF69atWqxYrVpVa9asWrVUqbKFCywuW7jI4qpVy1arVgDYtnUbKpQrWbJw1cXFCRasW7dqGTK0atWtW7ROFT5lq1atWbNUqf+69RgXrlq4KOOqdfnVKwCbOXcWJcpVrFi4SOM6JUsWLly3Tp2SJQsXrluyZMWKdYsWLVu2WrW6hQs4Llu4iOOyZetWrFgAmDd3/hx6dOnTqVfHhKlSrFi4cM2aVatTJ1y4XlmwIEkSLlymokQxZQqXJ0+SJKVKhYsUKVmyauHCBRAWLFy4bNWqBSChwoWMGAFq1QoXLliwaH36dOsWrDZtQIHChQvUoEGkSOGCBIkSJVSocK1aZctWLVy4ZMnChauWTgA8e/qUJGmRK1e4cM2aJQsTplu3WC1YoEjRrVubPnzAhOkWJUpevIAChevUKVasZuHCBQsWLly12gJ4Czf/7qVLjFixwoVr1ixYnz7hwjULCZJTp3DhasWJU6tWuDBh0qTJlStcpUrVqmULF65Zs3DhsgUagOjRpEubPo06terVmDBVihULF65Zs2p16oQL1ysLFiRJwoXLVJQopkzh8uRJkqRUqXCRIiVLVi1cuGDBwoXLVq1aALp7/86IEaBWrXDhggWL1qdPt27BatMGFChcuEANGkSKFC5IkChRAogKFa5Vq2zZqoULlyxZuHDVgghA4kSKkiQtcuUKF65Zs2RhwnTrFqsFCxQpunVr04cPmDDdokTJixdQoHCdOsWK1SxcuGDBwoWr1lAARY0evXSJEStWuHDNmgXr0ydc/7hmIUFy6hQuXK04cWrVChcmTJo0uXKFq1SpWrVs4cI1axYuXLbsAsCbV+9evn39/gUc2JQpUbRo3bqFC5ciW7Zu3cLFiRMsWLcsf/oEC9YtWrRGjVq16pYtW61a1cKF69atUqVozZoFQPZs2pgwaXr1qlatW7f40KJlyxYuTpxixbp1q9akSapU2ZIlS5SoVatsXYcFqxYuXLdulSpFK1YsAOXNn//0CRMsWLfc39JDi9atW7gYMWrVytZ+RoxWAVxVa9asTJlSpbply5YqVbNw4bp1S5QoWbNmAciocaMoUZtkybJl69YtQ7Vq3bqFS5SoWbNuwQwVChasW7Rojf8axYrVLVu2YsWqhWsoLlWqatGiBWAp06ZOn0KNKnUqVVOmRNGidesWLlyKbNm6dQsXJ06wYN1K++kTLFi3aNEaNWrVqlu2bLVqVQsXrlu3SpWiNWsWgMKGD2PCpOnVq1q1bt3iQ4uWLVu4OHGKFevWrVqTJqlSZUuWLFGiVq2ypRoWrFq4cN26VaoUrVixAODOrfvTJ0ywYN0KfksPLVq3buFixKhVK1vOGTFatarWrFmZMqVKdcuWLVWqZuHCdeuWKFGyZs0CoH49e1GiNsmSZcvWrVuGatW6dQuXKFGzAM66NTBUKFiwbtGiNWoUK1a3bNmKFasWLou4VKmqRYv/FgCPH0GGFDmSZEmTJ02ZspUqFS6XLgcNwjXTlq1Jk3DhuoUL16pVuGrVwoXr1Clct27hwsUKF65bt3DhCmXLFgCrV7FmylRr06Zbt3CFnTMHV9myjhzhwmULFy5MmG7JkoULFyhQt/DiwpUKF65bt3DhknTrFgDDhxF/+lRLlChcjx/36YOLMi1alizhwnWL86hRuGrVwoXLlClct27hwsUKV2vXm2zZAjCbdu1SpWqJEoWLN+9ChXAFDw4KFC7jxk2ZwjVrFi5cpkzdko4Llytc17FzunULQHfv38GHFz+efHnzpkzZSpUKV/v2gwbhkm/L1qRJuHDdwoVr1Spc/wBr1cKF69QpXLdu4cLFCheuW7dw4QplyxaAixgzZspUa9OmW7dwiZwzB5dJk44c4cJlCxcuTJhuyZKFCxcoULdy4sKVCheuW7dw4ZJ06xaAo0iTfvpUS5QoXFCh9umDqyotWpYs4cJ1q+uoUbhq1cKFy5QpXLdu4cLFCpfbt5ts2QJAt67dUqVqiRKFq2/fQoVwCRYMChSuw4dNmcI1axYuXKZM3ZqMC5crXJgzc7p1C4Dnz6BDix5NurTp06FCuapVC5drXKVo0cKFi1aiRK9e3bo1S5ZvWbdq1bJlK1asW7Zs4cJlC5dzXLdu2Xr1CoD169gvXVIFC9atW7hwhf+KFcuWeUqUZMm6dWsWLFisWNV69cqWLVeubN26hQuXLYC4BOKyZatWqlQAFC5kyIlTKlmycE3EdSlWrFu3aLVpgwqVLVuxRo1SpcqWLFm0aLFidcslLly1cOG6davWzVatAOzk2fPTJ1OyZOEiiguTLFm3btkCBWrWLFy4bNWqNWsWrlmzbt2SJevWV1y4buEii+vW2VixAKxl29btW7hx5c6la8nSp1ixcOGaNeuWJk22bL2CAaNSJVy4TsWJkyoVrlChQIFixQpXqVK0aNXChUuWLFy4bNWqBcD0adSHDjFCherWLVasaHHiZMtWqzlzMmW6dYuUJEmlSt2aNAn/E6ZUqXCtWmXLVi1cuGTJwoWrFi1aALRv5y5J0iNVqm7dggVrVqRItmylkiDh0CFbtiyZMIEJk61Jk/ToESUKF8BSpVixkoULFyxYuHDVagjgIcSIkiRNQoUKFy5YGilRsmVLFhAgoULhwgVr0yZYsHCVKgUKlCtXuFq1smUTFy5atHDhsuUTANCgQocSLWr0KNKklix9ihULF65Zs25p0mTL1isYMCpVwoXrVJw4qVLhChUKFChWrHCVKkWLVi1cuGTJwoXLVq1aAPby7XvoECNUqG7dYsWKFidOtmy1mjMnU6Zbt0hJklSq1K1JkzBhSpUK16pVtmzVwoVLlixc/7hq0aIF4DXs2JIkPVKl6tYtWLBmRYpky1YqCRIOHbJly5IJE5gw2Zo0SY8eUaJwlSrFipUsXLhgwcKFqxZ4AOLHk5ckaRIqVLhwwWpPiZItW7KAAAkVChcuWJs2wYKFC2CpUqBAuXKFq1UrWwtx4aJFCxcuWxMBVLR4EWNGjRs5dvRICiQtWrhI4pJky9atW7g+fZo161ZMUaJixbpFixYoUK5c3bJl69WrWrhw3bqVKhUtpQCYNnWKCdMmVqxs2bp1axAtWrZs4cKE6dUrW7ZqVaq0alUtWbJIkVKl6lbcV69o4cJ165YpU7NkyQLwF3DgT584wYJ1C/EtQ7Vq2f+yhatRo1evbNmq5cjRqlW2aNH69IkVq1u2bK1aRQsXrlu3RImKJUsWANmzaYcKtenVK1u2bt0KZMvWrVu4QoWiRetWclGiZs3CZctWqVKwYOGyZWvWrFq4uONy5aoWLVoAyJc3fx59evXr2bcn9Z4WLVzzcUmyZevWLVyfPs2aBfCWQFGiYsW6RYsWKFCuXN2yZevVq1q4cN26lSoVrY0AOnr8iAnTJlasbNm6dWsQLVq2bOHChOnVK1u2alWqtGpVLVmySJFSpeqW0FevaOHCdeuWKVOzZMkCADWq1E+fOMGCdSvrLUO1atmyhatRo1evbNmq5cjRqlW2aNH69In/FatbtmytWkULF65bt0SJiiVLFoDBhAuHCrXp1Stbtm7dCmTL1q1buEKFokXrlmZRombNwmXLVqlSsGDhsmVr1qxauFrjcuWqFi1aAGrbvo07t+7dvHv7FiXqlipVuIoX//MHl/JbtzhxwgUdeqpUuGrVwoVLlSpctmzhwtUKF65bt3DhMmXLFoD17NtTolTr0qVbt3DZZ8MGl/5btwQJAogLVy1cuC5duiVLFi5cnTrdgogLVypcuG7dwoUr0q1bADx+BNmpU61QoW7dwpUyThxcLWnR0qQJF65bNUuVumXLFi5cqlThunULFy5WuHDduoUL1ydbtgA8hRoVFCha/6RI4cKK1ZAhXF1v3QIFCtfYsalS4apVCxcuVqxw2bKFC1csXLhu3cKFa9StWwD8/gUcWPBgwoUNH/70CVatWrgc4zpFixYuXLQUKXr16tatWa1awYJ1S5YsW7ZcubpVqxYuXLZwvcZ165YtWLAA3Made9IkVK9e3bqFC1eoWLFu3aoFCdKrV7duzWLFatWqWrFi2bIFC9YtXN1x3cIVHpctW7VWrQKQXv16TpxUxYp16xYuXJFcubp1C9aYMaRIAbRlixUoUKVK2YIFa9YsVqxu2bJ161YtXLhu3aqlsVUrAB4/gtSkaRQsWLdu4cKFCRasW7dqPXokS9atW7Zkyf+aNQvXrFm3bsWKdcuWLVy4bOFKiuvWLVuwYAGIKnUq1apWr2LNqvXTJ1i1auEKi+sULVq4cNFSpOjVq1u3ZrVqBQvWLVmybNly5epWrVq4cNnCJRjXrVu2YMECoHgx40mTUL16desWLlyhYsW6dasWJEivXt26NYsVq1WrasWKZcsWLFi3cMHGdQsXbVy2bNVatQoA796+OXFSFSvWrVu4cEVy5erWLVhjxpAiZcsWK1CgSpWyBQvWrFmsWN2yZevWrVq4cN26VWt9q1YA3sOPr0nTKFiwbt3ChQsTLFi3AN6q9eiRLFm3btmSJWvWLFyzZt26FSvWLVu2cOGyhYv/I65bt2zBggWAZEmTJ1GmVLmSZctKlTjFioUL16xZtT59smUrlgcPlizduqUqSZJTp26JEpUoUapUuEqVkiWrFi5csmThwmWrVi0AX8GGRYSIkSpVt261akWLEydbtlg5caJJ061boKhQESXKliZNevSsWoXLlStZsmrhwhUrFi5ctWbNAjCZcmVHjhipUnXrFitWsBw5ihULFQAAhgzNmlUpRIhMmWhBgvTly6hRt0iROnVqFi5csWLhwlWLFi0Ax5EnZ8QIkipVt265coWKEiVatGJNmJAp061bsJQoWbXqVqpUXrygQoWrVatXr2zhwkWLFi5ct2zZArCff3///wABCBxIsKDBgwgTGqxUiVOsWLhwzZpV69MnW7ZiefBgydKtW6qSJDl16pYoUYkSpUqFq1QpWbJq4cIlSxYuXLZq1QLAs6dPRIgYqVJ161arVrQ4cbJli5UTJ5o03boFigoVUaJsadKkR8+qVbhcuZIlqxYuXLFi4cJVa9YsAHDjynXkiJEqVbdusWIFy5GjWLFQAQBgyNCsWZVChMiUiRYkSF++jBp1ixSpU6dm4cIVKxYuXLVo0QJAurRpRowgqVJ165YrV6goUaJFK9aECZky3boFS4mSVatupUrlxQsqVLhatXr1yhYuXLRo4cJ1y5YtANiza9/Ovbv37+DDk/8aL0vWrVu4cDWyZevWLVyRIsmSdat+p06yZN2qVevTJ4CvXt2qVQsWLFq4cN26pUoVrVmzAEykWBETJk2sWNmydetWnlmzbNnCJUkSLFi1VDJidOqULVq0QoVq1erWTVasauHCdetWqFCzYsUCUNToUU+eOL16dcvprTqzZtmyhevQIViwbNmqFSkSK1a1aNGyZGnVqlu2bKlSNQsXrlu3QIGaJUsWALx59YYKhenVK1u2bt2aU6uWLVu4Fi2aNevWY0yYZs26ZcvWpk2vXt2yZcuVK1q4cN26ZcrULFq0AKxm3dr1a9ixZc+mTcq2LFm3buHC1ciWrVu3cEWKJEv/1i3knTrJknWrVq1Pn169ulWrFixYtHDhunVLlSpas2YBIF/ePCZMmlixsmXr1q08s2bZsoVLkiRYsGrtZ8ToFMBTtmjRChWqVatbClmxqoUL161boULNihULAMaMGj154vTq1a2Qt+rMmmXLFq5Dh2DBsmWrVqRIrFjVokXLkqVVq27ZsqVK1SxcuG7dAgVqlixZAJYybRoqFKZXr2zZunVrTq1atmzhWrRo1qxbYjFhmjXrli1bmza9enXLli1XrmjhwnXrlilTs2jRAuD3L+DAggcTLmz4sChRtlChwuXYcaJEuCbXqhUqFK7Mt26pUoXLli1cuFq1wnXrFi5c/69w4bp1CxeuU7duAaht+zYmTLM8ebp1CxfwPn1w4bpVqxYlSrhw2bp1ixMnXLVq4cJVqhSuW7dw4WKFC9etW7hwWbp1CwD69Oo7dZpFitStW7jmCxKE6z4sWJo04cJ1C6AtW6RI4bJlCxcuVapw3bqFCxcrXBMperJlC0BGjRs/fYJVqtStW7hw3UqUCFfKVatChcL18tYtVapw3bqFC5crV7hu3cKFKxYuoUNP3boFAGlSpUuZNnX6FGrUTZtQxYp16xYuXJBatbp1S1aUKKdO3boFa9MmVqxuwYIVK5YqVbdo0cKFixYuvbhs9X31CkBgwYMlSSrVqtWtW7hwQf9y5erWrVhVqogSZcsWK0qUOnWiFSsWLFioUN0ybZoWLly3bsmSNWvVKgCzade+dGnUq1e3buHCRWjVKlu2XvnwUaqULVuvIkVChcpWrFisWKFCdctWdlu1cOG6dWvWLFquXAEwfx49JkydWrW6dQsXLjyoUN26NQsHDlWqbt2iBfDRo1atbr161arVqlW3atXChYsWrom4bNmqBQsWgI0cO3r8CDKkyJEkN21CFSvWrVu4cEFq1erWLVlRopw6desWrE2bWLG6BQtWrFiqVN2iRQsXLlq4muKyBfXVKwBUq1qVJKlUq1a3buHCBcmVq1u3YlWpIkqULVusKFHq1In/VqxYsGChQnUrb15auHDduiVL1qxVqwAYPoz40qVRr17duoULF6FVq2zZeuXDR6lStmy9ihQJFSpbsWKxYoUK1S1brG3VwoXr1q1Zs2i5cgUgt+7dmDB1atXq1i1cuPCgQnXr1iwcOFSpunWL1qNHrVrdevWqVatVq27VqoULFy1c5HHZslULFiwA7Nu7fw8/vvz59Os7crTo1atbt1ixAuhKkyZatFQBAMCI0axZnlCgAAWq1qNHZcqcOnXLkydTpmjhwuXKFS5ctmjRApBS5cpBg/6wYnXrFilSsDRpokUrEwQIiRLJklUIAIBHj2YRInTjhilTt0CBEiVqFi5c/6lS3bpFS5YsAF29fl20yJArV7dumTIVixIlWLBCJUiwaJEsWY5WrPDkaRYfPmbMjBp1CxMmU6Zm4cKVKhUuXLVmzQIQWfJkRYoSoUJly1apUqMOHYoVaxUAAIYMyZKFCgMGTJhoYcLEgYMnT7dEiXr0iBYuXK5c3bpla9YsAMWNH0eeXPly5s2dO3K06NWrW7dYsXKlSRMtWqoAAGDEaNYsTyhQgAJV69GjMmVOnbrlyZMpU7Rw4XLlChcuW7RoAQQgcCDBQYP+sGJ16xYpUrA0aaJFKxMECIkSyZJVCACAR49mESJ044YpU7dAgRIlahYuXKlS3bpFS5YsADZv4v9ctMiQK1e3bpkyFYsSJViwQiVIsGiRLFmOVqzw5GkWHz5mzIwadQsTJlOmZuHClSoVLly1Zs0CoHYtW0WKEqFCZctWqVKjDh2KFWsVAACGDMmShQoDBkyYaGHCxIGDJ0+3RIl69IgWLlyuXN26ZWvWLACeP4MOLXo06dKmT48aJQoWrFuubwmqVevWLVyPHsGCdWs3JUqtWt2qVUuTJlWqbCF35YoWLly3bqVKVYsWLQDWr2PHhMnTqlW2bN261WfWLFu2bgUKlCpVrfZ69IQKRatWrUqVTp26ZcvWqFGyAOLCdeuWJUuwXr0CsJBhw0+fQr16dYvirTy0aN26hcv/kSNXrmyFnDRJlSpbtWpt2rRqlS2XqlTNwjUTlylTtGLFArCTZ89Pnzi1amXL1q1bdWrVsmULV58+smTdkjpo0KtXtmrVihRJlapbtmypUhULF65btzx5iiVLFgC3b+HGlTuXbl27d0eNmrVqFS6/fidNwjU4VqxTp3AlvnVLlSpct27hwvXqFa5bt3DhgoWLc2dUt24BED2a9KZNsFChunULV2tFinDFjhULEiRcuG7RohUqFK5bt3DhWrUKV/HirnAlV97p1i0Az6FHDxVKlipVt27h0q5IES7vtGiRIoWL/K1bqVLhunULFy5XrnDFjw8LV337om7dArCff/9P/wA/uUqV6tYtXLhuTZqEq+Gph6dwSaRFq1UrXBhv3YIFC5dHj7NwiRyZypYtAChTqlzJsqXLlzBjjho1a9UqXDhxTpqEq2esWKdO4Rp665YqVbhu3cKF69UrXLdu4cIFC5fVq6hu3QLAtavXTZtgoUJ16xaus4oU4VobKxYkSLhw3aJFK1QoXLdu4cK1ahWuv39d4RpMuNOtWwASK14cKpQsVapu3cJFWZEiXJhp0SJFCpfnW7dSpcJ16xYuXK5c4Vq9Ghau17BF3boFoLbt258+uUqV6tYtXLhuTZqEq/ip46dwKadFq1UrXNBv3YIFC5d167Nwad+eypYtAODDi/8fT768+fPo04sStYoWLVzwcYGaNQsXLltZssSKhQuXLYCaNMmShatWrVevYsXCdcuhQ1wRcdmydUuWLAAZNW7MlGmVLFm4ROL6NGsWLly1kCBRperWLVqLFqFCdcuWLVasYMHC1bPWT1xBcblyRcuVKwBJlS715GnVrFm4pOIaNWsWLly0yJCBBQsXrlqSJLVqdatWrVatYMHCdeuWLVu1cM3FFSuWrVixAOzl27dTJ1SxYuEijIsSLFi4cNl68UKVKly4bI0Z48oVrlq1LFlq1QrXrVu1ROMijUuWrFqxYgFg3dr1a9ixZc+mXVuUqFW0aOHijQvUrFm4cNnKkiX/VixcuGxp0iRLFq5atV69ihUL1y3s2HFtx2XL1i1ZsgCMJ18+U6ZVsmThYo/r06xZuHDVQoJElapbt2gtWoQKFcBbtmyxYgULFq6EtRbiaojLlStarlwBqGjxoidPq2bNwuUR16hZs3DhokWGDCxYuHDVkiSpVatbtWq1agULFq5bt2zZqoXrJ65YsWzFigXgKNKknTqhihULF1RclGDBwoXL1osXqlThwmVrzBhXrnDVqmXJUqtWuG7dquUWF1xcsmTVihULAN68evfy7ev3L+DAf/6QWrXKli1IkHCNGlWrliRMmChRsmVrjypVoULZihNHlqxTp279+XPrlixc/7hGjcKFq5YsWQBm067dps0nVKhu3WrUCNenT7RoBcqUSZKkWrW6aNJkyVKtK1dcuRIl6pYdO7ZstcKFK1EiXLhetWoF4Dz69HbsjFKlypYtRYpwhQpFi9YjUaIuXapVCyCcVatChaLFhcusWaRI3dqz59YtV7hwYcKEC5csWLAAdPT4sU8fUqtW2bKVKJEtTJhixWJUp86gQbRo+VGkiBEjWmbMWPJpyVacOLJkucKFS5IkXLhgNQXwFGpUqVOpVrV6FeufP6RWrbJlCxIkXKNG1aolCRMmSpRs2dqjSlWoULbixJEl69SpW3/+3LolCxeuUaNw4aolSxYAxYsZt/9p8wkVqlu3GjXC9ekTLVqBMmWSJKlWrS6aNFmyVOvKFVeuRIm6ZceOLVutcOFKlAgXrletWgHw/Ru4HTujVKmyZUuRIlyhQtGi9UiUqEuXatWCs2pVqFC0uHCZNYsUqVt79ty65QoXLkyYcOGSBQsWAPnz6ffpQ2rVKlu2EiWyBRATplixGNWpM2gQLVp+FClixIiWGTOWKlqyFSeOLFmucOGSJAkXLlgkAZg8iTKlypUsW7p8iQlTKVSobNm6dcvUrFm2bOFy5erVK1u2brU62qqWUleuWLGqBZUWrVm2bN26tWpVLFiwAHj9ClaSJFFkadGyZQuULFm0aN06dUr/lSpatGqhQnXq1CxatFq1QoWqluBXr2DVqmXLlihRrFKlAgA5smRMmEqdOlWrli1bpmbNqlULlytXsGDVqmWrVStWrGq5fvWqVatatmzNmiXLlq1bt1atiuXKFYDhxItv2mQKFapatWzZIjVrVq1auFChYsWqVi1bpkyhQkWrVq1Tp0iRqoUeFqxXtWrZsmXKFKtWrQDYv48/v/79/Pv7BwhA4ECCAM6coaVIUapUs2bhKlTo1i1buHAlSlSrFi1cuC5dkhUSFy5MmGDJkoULFydZsmrVwoWrkixZAGzexEmFyqxChUqVihUL15w5tmzNwoUrUCBatGLhwrVoEaxY/7Fw4XLk6NWsWbhwQZo1ixYtXLgOuXIFQO1atmDA0EqU6NSpWLFw8eFz6xYtXLgECaJFaxYuXJEiwYoVCxeuSJFg0aKFC1elWbNq1cKF61GsWAA8fwatRs2sRYtQoZIlC9egQbdu1cKFK1GiWrVx4aJEaRYtWrhwXboUixYtXLgywYJVqxYuXJJYsQIQXfp06tWtX8eeXfuZM7QUKUqVatYsXIUK3bplCxeuRIlq1aKFC9elS7Ls48KFCRMsWbJwAcTFSZasWrVw4aokSxaAhg4fUqEyq1ChUqVixcI1Z44tW7Nw4QoUiBatWLhwLVoEK1YsXLgcOXo1axYuXJBmzf+iRQsXrkOuXAEIKnQoGDC0EiU6dSpWLFx8+Ny6RQsXLkGCaNGahQtXpEiwYsXChStSJFi0aOHCVWnWrFq1cOF6FCsWgLp276pRM2vRIlSoZMnCNWjQrVu1cOFKlKgWY1y4KFGaRYsWLlyXLsWiRQsXrkywYNWqhQuXJFasAKBOrXo169auX8OOLXs27dq2b+POrXs3796+fwMPLnw48eLGjyNPrnw58+bOn0OPLn069erWr2PPrn079+7ev4MPL348+fLmz6NPr349+/buiY8ZgydRolOnVKmSxIlTq1apAJYq9ekTK1aoTJnq1GlVqVKmTHHixKpUqVSpQLlylSr/lSZNkCRJAjCSZMk5cwpBgsSKlStXm0iRggWLlSpVpEi1aqUqVSpSpFyhQqVK1ahRrVatatWqFCxYrFh9+lTJkiUAV7FmPXOmz6JFqVK1anUJFKhXr1KdOhUqVKtWpuB26rTKlClUqDx5aqVKVapUomLFYsUqUyZJlCgBULyYsRo1fhgxUqWKFatLnz65cpXKlKlQoVixMnXqlCdPrU6dQoUKFKhWqmCrAgUL1qpVmjRJqlQJQG/fv4EHFz6ceHHjY8bgSZTo1ClVqiRx4tSqVapSpT59YsUKlSlTnTqtKlXKlClOnFiVKpUqFShXrlKl0qQJkiRJAPDn1z9nTiFI/wAhsWLlytUmUqRgwWKlShUpUq1aqUqVihQpV6hQqVI1alSrVatatSoFCxYrVp8+VbJkCYDLlzDPnOmzaFGqVK1aXQIF6tWrVKdOhQrVqpWpo506rTJlChUqT55aqVKVKpWoWLFYscqUSRIlSgDCih2rRo0fRoxUqWLF6tKnT65cpTJlKlQoVqxMnTrlyVOrU6dQoQIFqpWqw6pAwYK1apUmTZIqVQJAubLly5gza97MufObN4VQoXLlKlUqWrJSy3rFWpZrWatixZIla5YpU7Fyx5JlyhQtWrNo0Vq16tYtV6lSAVjOvDkfPpBWrYoVy5UrW7Sy04oFC9asWbRouf+aNYuWeVasZqmfRYsVq1q1aNWq1arVrVuwWLECwL+/f4Bu3CRCherVq1WrbM1iOOvVrFmyZM2apYoWrVkZT52aNUuWrFmqVNmyRatWLVeubt16pUoVAJgxZcaJkyhVqlevVq2qNcvnrFeyZM0iOmvVrFmyZNFSpYoWrVmzaK1aZcsWrVq1WLG6deuVKlUAxI4lW9bsWbRp1a6VJEmUK1e15NY6ZcsWLVq3YsWi1ZeWrVixaA0eDAvWrFm0atWaNauWLci2WrWSdeoUAMyZNWPCZCpWrFq1bNlqdetWrVq3Zs2q1bqWLVmyaNGqVVuWLFq0bO2mRavWrVu2bLlyJQv/FSoAyZUvnzRJlCtXtaTXUnXrVq1at2TJqlWLFq1asmTRIl+rVqxYtGjVsmWLFi1b8W/devVqlilTAPTv50+JEsBRr17VKlhL1a1btWrdkiWrFsRatmLFokWrFkZZsmjRqmXL1qxZtkbeuvXq1axTpwCwbOnyJcyYMmfSrClJkihXrmrxrHXKli1atG7FikXrKC1bsWLRatoUFqxZs2jVqjVrVi1bWm21aiXr1CkAYseSxYTJVKxYtWrZstXq1q1atW7NmlXrbi1bsmTRolXrryxZtGjZKkyLVq1bt2zZcuVKFipUACZTrjxpkihXrmpxrqXq1q1atW7JklWrFi1a/7VkyaLlulatWLFo0aplyxYtWrZ237r16tUsU6YAEC9unBKlUa9e1WpeS9WtW7Vq3ZIlqxb2WrZixaJFqxZ4WbJo0aply9asWbbW37r16tWsU6cA0K9v/z7+/Pr38+9fCWAlW6RI3bplyxYuUKBw4bKFCxcpUrhwycKF69QpXK1a4cKVKhUuWLBw4VqFC5csWbhwhbJlC0BMmTMxYbplytQtnbdwkSKFC5ctXLhSpcKFaxYuXKtW4Xr1CheuVatwxYqFC9crXLhkycKFy5QtWwDIljVbqZItUqRu3bJlC1eoULhw1cKFa9QoXLhg4cJ16hQuVqxw4UqVClesWLhwuf/ChWvWLFy4PN26BQBzZs2WLNkSJerWLVu2cIEChQtXLVy4SJHChUsWLlynTuGCBQsXLlWqcMWKhQtXK1y4ZMnChWuULVsAmDd3/hx6dOnTqVevVMkWKVK3btmyhQsUKFy4bOHCRYoULlyycOE6dQpXq1a4cKVKhQsWLFy4VuHCBVCWLFy4QtmyBSChwoWYMN0yZeqWxFu4SJHChcsWLlypUuHCNQsXrlWrcL16hQvXqlW4YsXChesVLlyyZOHCZcqWLQA8e/qsVMkWKVK3btmyhStUKFy4auHCNWoULlywcOE6dQoXK1a4cKVKhStWLFy4XOHCNWsWLlyebt0CADf/rlxLlmyJEnXrli1buECBwoWrFi5cpEjhwiULF65Tp3DBgoULlypVuGLFwoWrFS5csmThwjXKli0ApEubPo06terVrFtv2iRr1qxbt3DhikWL1q3dsGDFimUreK1asmTZOn48Vixbt27hwlXr1i1cuGrVoqVKFYDt3Lt78iRr1ixc5HHFqlXrlnpZsmjRugXfli1atG7Ztz9r1q39uHDZAohLIK5atWahQgVA4UKGmDDFkiUL10Rcs2rVupVx1sZZt27ZAilLli2St27FimXr1i1cuGzhgomL1sxUqQDcxJlz0yZZs2bhAoprVq1at4zSQkrr1lJbtmbNuhU1Ki1a/7es4sJVC9dWXLW8pkoFQOxYsmXNnkWbVu3aTZtkzZp16xYuXLFo0bqVFxasWLFs/a1VS5YsW4ULx4pl69YtXLhq3bqFC1etWrRUqQKQWfNmT55kzZqFSzSuWLVq3UItSxYtWrdc27JFi9Yt2rRnzbqVGxcuW7h846pVaxYqVACMH0eOCVMsWbJwPcc1q1atW9VnXZ9165Yt7rJk2QJ/61asWLZu3cKFyxYu9rhovU+VCsB8+vU3bZI1axYu/rhmAaxV6xZBWgZp3Upoy9asWbcePqRF6xZFXLhq4cqIqxbHVKkAgAwpciTJkiZPokwpSRKkWbNw4YoVqxYsWLhwof+aMoUVK1y4PMmRAwvWrUpGK8WKhcuTJ1iwbOHC1aoVLly2atUCoHUrV0yYFM2ahQsXLVqzZMnChevVkCGwYOHCderNG1mycHHitGiRLFm4TJl69coWLlyvXuHCZatWLQCOH0OOFMnRrFm4cMmSZWvWLFy4XPnxI0sWLlyiHDmaNQvXpEmZMs2ahUuUqFq1buHC5coVLly3atUCIHw4cUiQJM2ahQuXLFm3aNHChctVokSyZOHCNapSJVq0cIECtWoVLVq4SpWaNesWLlyuXOHCdatWLQD27+PPr38///7+AQIQOJAggFEHZ826tfDWn1q1bt3ChQlTq1a2bN2qVGn/1apbtGhJkqRK1S1btlChmnXrFi5co0bRkgmAZk2bpkyJmjXr1i1cuPrYsnXrFq5KlV69urW0UiVWrG7ZsoUJU6tWt7CqUkULF65bt0aNkkWLFgCzZ9GOGkVq1qxbt3DhSmTL1q1buDp1ggXr1i1bnTqtWnWLFi1OnFixurVYlSpauCDjGjWKVmUAlzFnNmWqlCxZt27hwtXIlq1bt3B16hQr1i3XoEC1anXLli1QoF69urWbFStauIDjIkWKVnEAx5EnV76ceXPnz6GPkj5r1i3rt/7UqnXrFi5MmFq1smXrVqVKq1bdokVLkiRVqm7ZsoUK1axbt3DhGjWKVn8A/wABCBw40JQpUbNm3bqFC1cfW7Zu3cJVqdKrV7cyVqrEitUtW7YwYWrV6pZJVapo4cJ169aoUbJo0QJAs6bNUaNIzZp16xYuXIls2bp1C1enTrBg3bplq1OnVatu0aLFiRMrVreyqlJFC5dXXKNG0RoLoKzZs6ZMlZIl69YtXLga2bJ16xauTp1ixbrFFxSoVq1u2bIFCtSrV7cSs2JFC5djXKRI0ZoMoLLly5gza97MubPnUqVskSKFq3TpP39wqbZly5IlXLhu4cKVKROuWrVw4cKECZctW7hwlcJFvHinW7cAKF/OPFUqW6lS4Zo+vVAhXNhp0cKECReuW+BFif/CdesWLlymTOG6dQsXrlW44svndOsWgPv485syZevUKYC4BAokRAjXwVu3JEnChesWLlyXLuGiRQsXLk6ccN26hQsXKly4bt3ChcsSLlwAVK5kWarULVSocM2cCQgQLpy3bkmShAvXLVy4OnXCZcsWLlydOuG6dQsXLlS4cN26hQuXplu3AGzl2tXrV7BhxY4lW6qULVKkcK1d++cPLri2bFmyhAvXLVy4MmXCVasWLlyYMOGyZQsXrlK4FC/udOsWAMiRJadKZStVKlyZMxcqhMszLVqYMOHCdcu0KFG4bt3ChcuUKVy3buHCtQrXbdycbt0C0Nv3b1OmbJ06hcv/uHFChHAtv3VLkiRcuG7hwnXpEi5atHDh4sQJ161buHChwoXr1i1cuCzhwgXA/Xv4pUrdQoUK1/37gADh4n/rFkBJknDhuoULV6dOuGzZwoWrUydct27hwoUKF65bt3Dh0nTrFoCQIkeSLGnyJMqUKkeNekWLFq6YuDrBgnXrVq1ChVSpunWrVqtWrFjdokVLlixUqG7ZsnXrFi1cUnHZqgoLFoCsWreWKuVq1ixcYnFdggULFy5bhgy5cnXrlq1Vq1q1wlWr1qxZrVrd6osLVy1cgnHVKgwLFoDEihePGgWLFi1cknGZmjULFy5bly69enXrVq1Xr1q1ukWLli1b/61a3WqNC5ctXLJx1aplCxYsALp38xYlKpYsWbiG4wolS9atW7UmTWrV6tYtW7BguXJ1y5atWrVcubrlHReuWrjG47JlHhYsAOrXs2/v/j38+PLnU6JUKVYsXLho0ZqVCWCmW7dWWbDAiNGtW6TSpClVCpclS4YMiRKFK1MmVqxm4cIFCxYuXLZIAjB5EmWmTIxevcKFixatVZQo3br16sEDSpRw4UJ144YoUbgyZZozx5QpXKNGqVI1CxcuWLBw4bJ1FUBWrVsrdYUFCxcuWbJqhQqFC5crGjQ4ccKFq1ShQqdO4bJkqVKlVatwjRpFi1YtXLhgwcKFy1atWgAYN/92PGlSolixcOGaNYtWp063brEaMeLSJVy4So0ZgwoVrk2bMmVKlQrXqFGxYtHChQsWLFy4bPUG8Bt4cOHDiRc3fhw5JUqVYsXChYsWrVmZMt26tcqCBUaMbt0ilSZNqVK4LFkyZEiUKFyZMrFiNQsXLliwcOGydR9Afv37M2ViBPDVK1y4aNFaRYnSrVuvHjygRAkXLlQ3bogShStTpjlzTJnCNWqUKlWzcOGCBQsXLlssAbh8CbOSTFiwcOGSJatWqFC4cLmiQYMTJ1y4ShUqdOoULkuWKlVatQrXqFG0aNXChQsWLFy4bNWqBSCs2LGTJiWKFQsXrlmzaHXqdOv/FqsRIy5dwoWr1JgxqFDh2rQpU6ZUqXCNGhUrFi1cuGDBwoXLlmQAlCtbvow5s+bNnDuHCuWJFq1bpG8NqlXr1i1clSq9enXrli1SpF69ujVrFiVKpkzZ+t2qFS1cuG7dUqWKlnIAzJs7J0UK06xZt27hwkWnVq1bt3A9eiRL1q3xmTLBgnWrVi1MmFq1umXLVqpUs3DhunUrVChZs2YBAAhA4MCBokSBkiXr1i1cuA7ZsnXrFi5PnmLFunXL1qdPrlzdmjWrVKlWrW7ZsgULVi1cuG7dQoWK1qxZAGzexBkqFCdZsm79vFWnVi1btnBRogQLli2mmTKxYnWLFq1P/59Ysbply9aqVbRw4bp1y5SpWWUBnEWbVu1atm3dvoUbKpQnWrRu3b01qFatW7dwVar06tWtW7ZIkXr16tasWZQomTJlS3KrVrRw4bp1S5UqWp0BfAYdmhQpTLNm3bqFCxedWrVu3cL16JEsWbdsZ8oEC9atWrUwYWrV6pYtW6lSzcKF69atUKFkzZoFQPp06qJEgZIl69YtXLgO2bJ16xYuT55ixbp1y9anT65c3Zo1q1SpVq1u2bIFC1YtXLhuAbyFChWtWbMAIEyoMFQoTrJk3Yp4q06tWrZs4aJECRYsWx4zZWLF6hYtWp8+sWJ1y5atVato4cJ165YpU7NuAv/IqXMnz54+fwINKnTUKFujRuFKmhQOHFxOa9XChAkXVaqjRuGqVQsXrlChbtmyhQsXKlxmz4qyZQsA27ZuS5WqlSoVrrp1ESHCpVeWrFKlcAEGvGoVrlu3cOFq1QrXrVu4cLnChevWLVy4RNmyBWAz586iRNkqVQoXadKFCuFKfesWJUq4cN3ChStUKFy0aOHCZcrUrd64cK3ChevWLVy4ON26BWA58+ajRtk6dQoXdep79uDKbssWI0a4cN3ChQsUKFy1auHCFSoULlu2cOFihQvXrVu4cH2yZQsA//7+AQIQOJBgQYMHESZUCGDUKFujRuGSKBEOHFwXa9XChAn/V8eOo0bhqlULF65QoW7ZsoULFypcL2GKsmULQE2bN0uVqpUqFS6fPhEhwjVUlqxSpXAlTbpqFa5bt3DhatUK161buHC5woXr1i1cuETZsgWAbFmzokTZKlUKV9u2hQrhknvrFiVKuHDdwoUrVChctGjhwmXK1C3DuHCtwoXr1i1cuDjdugWAcmXLo0bZOnUKV+fOe/bgEm3LFiNGuHDdwoULFChctWrhwhUqFC5btnDhYoUL161buHB9smULQHHjx5EnV76ceXPnoECxqlULV3VcmGDBunUL1p8/rFjdukULFixZsm7RolWrVqtWt2rVwoWrFi77uG7dsgULFgD//wABCBwIABSoU7Jk4VqIyxAsWLhw0Zozp1WrW7dmsWIFC9YtWrRq1YIFC5ctW7hw2cLFEpetl7BgAZhJs6YnT61mzcLFE1coWbJu3aolSVKsWLdu1Zo1CxasW7Ro2bL16tUtW7Zw4bKFqyuuW7dsvXoFoKzZs548tZo1C5dbXJtkybp1q9ahQ69e3bpVCxasWLFu1aply1asWLds2cKFyxaux7hu3bIVKxaAy5gza97MubPnz6ArVQL16hUuXLNm1Zo0qVatVRkySJJ065apR49SpcK1aRMnTqdO4eLESZYsWrhwyZKFC5etWrUASJ9OnRIlRqxY3boVKxarRIlq1f9qxYDBo0e3boFKkQIUqFubNtGhc+oUrlSpYMGahQtXLICxcOGyVasWAIQJFUqSVMmVK1y4YsWqpUnTrVuvlizRpAkXrlSRIqVKhatTJ06cWrXCdeqULVu1cOGSJQsXLlu1agHg2dMnJEiZXr3ChStWLFuYMNmyxWrHjkiRbt06tWcPK1a4PHkqVapVK1ymTNmyVQsXLlmycOGy1RbAW7hx5c6lW9fuXbyVKoF69QoXrlmzak2aVKvWqgwZJEm6dcvUo0epUuHatIkTp1OncHHiJEsWLVy4ZMnChctWrVoAVK9mTYkSI1asbt2KFYtVokS1arViwODRo1u3QKVIAQr/1K1Nm+jQOXUKV6pUsGDNwoUrVixcuGzVqgXA+3fwkiRVcuUKF65YsWpp0nTr1qslSzRpwoUrVaRIqVLh6tSJE0BOrVrhOnXKlq1auHDJkoULl61atQBQrGgREqRMr17hwhUrli1MmGzZYrVjR6RIt26d2rOHFStcnjyVKtWqFS5TpmzZqoULlyxZuHDZKgrgKNKkSpcyber0KVRQoELFinXr6i1DtWrZsoVLkiRYsG7dslWqVKxYt2jR0qSJFatbtmy9ekULF15cqlTR6gvgL+DAokR1kiXr1i1cuADVqnXrFq5Hj2jRumVZk6ZYsW7VqhUqVKxYt0bDgmULF65b/7dQoZpFixaA2LJni6otS9at3LcS2bJ16xauT59ixbpl3JMnWLBu1apVqtSrV7ds2YIFqxau7LhWraLlHQD48OJBgRolS9atW7hwLbLl3hYuSpRevbJl69anT7Bg3apVC2CpUq5c3bJlCxasWrhw3bqVKhUtiQAoVrR4EWNGjRs5dgQFKlSsWLdI3jJUq5YtW7gkSYIF69YtW6VKxYp1ixYtTZpYsbply9arV7RwFcWlShUtpQCYNnUqSlQnWbJu3cKFC1CtWrdu4Xr0iBatW2M1aYoV61atWqFCxYp1Cy4sWLZw4bp1CxWqWbRoAfD7F7AowbJk3TJ8K5EtW7du4f/69ClWrFuTPXmCBetWrVqlSr16dcuWLViwauEyjWvVKlqrAbR2/RoUqFGyZN26hQvXIlu7beGiROnVK1u2bn36BAvWrVq1SpVy5eqWLVuwYNXChevWrVSpaHUH8B18ePHjyZc3fx79p0+2RInC9f59mTK46NeqdekSLly3cOEyBdAULlq0cOEqVQpXrVq4cK3ChevWLVy4RtmyBSCjxo2hQtFChQqXSJGDBuE6OWvWqVO4Wt669eoVrlu3cOGCBQvXrVu4cMXChevWLVy4RtWqBSCp0qWhQtkaNQqXVKl//uC6euuWJEm4cN3ChevTJ1y0aOHCderULVu2cOFihQv/161buHCFunULgN69fEGBsmXKFK7Bg/v0wYXYlq1Jk3DhuoULV6pUuGrVwoUrVSpctmzhwtUKF65bt3DhEmXLFoDVrFu7fg07tuzZtDt1YkWLFq7duDa9enXr1qtAgVSpunVrlqzlsm7NmlWrFitWt2rVwoWrFq7tuG7dsvXqFYDx5Mtz4mRKlixc7HExevXq1i1ZYMCsWnXrFixUqFy5AngrVqxatVy5umXLFi5ctXA9xHXrli1YsABcxJhRkyZVsmThAolrlCxZt27VatQIFqxbt2bFghnrVqxYtmzFinXLli1cuGzhAorr1lBYsAAcRZq0U6dWs2bhgopLlCxZ/7duyeLDJ1UqW7ZmuXIFC9atWbNs2XLl6latWrhw1cIVF9etW7ZevQKQV+9evn39/gUcWHCnTqxo0cKVGNemV69u3XoVKJAqVbduzZKVWdatWbNq1WLF6latWrhw1cKVGtetW7ZevQIQW/ZsTpxMyZKFSzcuRq9e3bolCwyYVatu3YKFCpUrV7dixapVy5WrW7Zs4cJVC9d2XLdu2YIFC8B48uU1aVIlSxYu9rhGyZJ161atRo1gwbp1a1Ys/rFuAYwVy5atWLFu2bKFC5ctXA5x3YoICxaAihYvdurUatYsXB5xiZIl69YtWXz4pEply9YsV65gwbo1a5YtW65c3f+qVQsXrlq4fuK6dcvWq1cAjiJNqnQp06ZOn0KtVAnTq1e3bsWKNcuSJVq0ThkwYMmSLVuo8OBhxeoWJkyQIJ06hatSJVeuauHCJUsWLly2atUCIHgwYUqUKq1adevWq1erFCl69UpVgQKIENWqNUqEiE2bbHHiZMVKqlS3VKk6daoWLlyzZuHCZatWLQC2b+Nu1MiSK1e4cMGCNYsTJ1u2XmHAgAnTrVupoEBBhepWqFCMGLFihcuUKVq0bOHCJUsWLly3atUCoH49e0mSNsGCdetWrFi0NGmqVWsVBQqQAEKqVavUlSulSt0KFQoRIlWqcJUq1apVLVy4ZMnChcv/Vq1aAECGFDmSZEmTJ1GmrFQJ06tXt27FijXLkiVatE4ZMGDJki1bqPDgYcXqFiZMkCCdOoWrUiVXrmrhwiVLFi5ctmrVArCVa1dKlCqtWnXr1qtXqxQpevVKVYECiBDVqjVKhIhNm2xx4mTFSqpUt1SpOnWqFi5cs2bhwmWrVi0AjyFHbtTIkitXuHDBgjWLEydbtl5hwIAJ061bqaBAQYXqVqhQjBixYoXLlClatGzhwiVLFi5ct2rVAjCceHFJkjbBgnXrVqxYtDRpqlVrFQUKkCDVqlXqypVSpW6FCoUIkSpVuEqVatWqFi5csmThwmWrVi0A9/Hn17+ff3///wABCBxIsKBBUKA8wYJ1q+EtQLVq2bKF69GjV69s2bolShQsWLdo0apUadWqW7VqtWpFC5dLXKlS0ZoJoKbNm6JEcYoV65bPW35o0bp1C9eiRbNm3bpla9MmWbJu0aIVKlSsWLds2Vq1ihYuXLdukSIlqyyAs2jThgoFChasW3BvGapV69YtXJUqyZJ1qy8mTLBg3aJFy5MnV65s1arlylUtXLhu3UKFitasWQAya94sqrMsWbdC30pky9atW7ggQXr1ypZrTJhevbpVq1anTq1a3bJlS5UqWrhw3bpVqhQtWbIAKF/OvLnz59CjS58OCpQnWLBuab8FqFYtW7ZwPf969OqVLVu3RImCBesWLVqVKq1adatWrVataOHajytVKoC0BAIgWNCgKFGcYsW61fCWH1q0bt3CtWjRrFm3btnatEmWrFu0aIUKFSvWLVu2Vq2ihQvXrVukSMmiCcDmTZyhQoGCBevWz1uGatW6dQtXpUqyZN1iigkTLFi3aNHy5MmVK1u1arlyVQsXrlu3UKGiNWsWALRp1YpiK0vWLbi3EtmydesWLkiQXr2y1RcTplevbtWq1alTq1a3bNlSpYoWLly3bpUqRUuWLACZNW/m3NnzZ9ChRYsSVcuUKVypU//5g8s1LFidOuHCdQsXrlOncNWqhQvXqVO4bt3ChYv/FS7kyUXZsgXA+XPooULNOnUK13VctxQpwtV91fdVuMTbsuXKFa5bt3DhihUL1/v3sXDNp1/Kli0A+fXv9+SJFsBSpW7dwmVw0CBcCmPFwoQJF8Rbt0aNwlWrFi5cqVLhsmULFy5XuHDduoULF6lbtwCwbOkyVKhapUrhqllz0CBcOmHBwoQJF65bQk+dwnXrFi5cq1bhunULFy5VuHDduoULF6hbtwBw7er1K9iwYseSLatJE6pXr27dwoUrEStWtmy5KlKEFClbtmSVKtWqla1YsV69SpXqFi1at27RunULF65atWzBggXgMubMmTKFevXq1i1cuOCgQnXr1isZ/zJMmbJlC1alSqpU3Xr1ChYsVqxu2bJ16xYtXLhu3aJFq5YrVwCWM29OiVIpWLBu3cKFi5IrV7duyUKCJFWqW7dmYcLEitUtWLBixWLF6hYtWrhw1cJlH5ctW7VcuQLgHyAAgQMBZMq0KlasW7dw4aLkytWtW7CIEBElypYtWJkyqVJ1a9YsWLBYsbpVq9atW7RwtcRVC6YrVwBo1rR5E2dOnTt59tSkCdWrV7du4cKViBUrW7ZcFSlCipQtW7JKlWrVylasWK9epUp1ixatW7do3bqFC1etWrZgwQLwFm7cTJlCvXp16xYuXHBQobp165UMGaZM2bIFq1IlVapuvf96BQsWK1a3bNm6dYsWLly3btGiVcuVKwCjSZemRKkULFi3buHCRcmVq1u3ZCFBkirVrVuzMGFixeoWLFixYrFidYsWLVy4auFyjsuWrVquXAGwfh17pkyrYsW6dQsXLkquXN26BYsIEVGibNmClSmTKlW3Zs2CBYsVq1u1at26BZAWroG4ahl05QqAwoUMGzp8CDGixImKFDly5erWLVWqYF26JEvWJwAAGDGaNQvTjh2jRtUaNAgPHlOmbkmSlCpVLVy4WrXChcsWLVoAiho9GilSIVWqbNlKlWpUoUKsWI0CAIAQIViwIl24sGnTrEWLYsQYNcqWp7WeZuHC9er/1a1btmjRAoA3r15FihK1anXrlipVsS5dokUrFQAAiRLRojXqxAlPnmpVqgQFSqlStzJlGjWKFi5crVrhwmWLFi0ArFu7fgQ7Vqxbt1q1oqVJEy1aowAAMGRIlqxKGjSIElWrUqUqVU6dupUp06hRtHDhcuUKFy5bs2YB+A4+vPjx5MubP49ekSJHrlzduqVKFaxLl2TJ+gQAACNGs2ZhArhjx6hRtQYNwoPHlKlbkiSlSlULF65WrXDhskWLFgCOHT1GilRIlSpbtlKlGlWoECtWowAAIEQIFqxIFy5s2jRr0aIYMUaNsuVJqKdZuHC9enXrli1atAA8hRpVkaJE/61a3bqlSlWsS5do0UoFAECiRLRojTpxwpOnWpUqQYFSqtStTJlGjaKFC1erVrhw2aJFC8BgwoUfHY4V69atVq1oadJEi9YoAAAMGZIlq5IGDaJE1apUqUqVU6duZco0ahQtXLhcucKFy9asWQBs38adW/du3r19/w4VatSrV7eM3/JTq9atW7goUWLFytb0SZNUqbJFi5YlS6pU3bJlixWrWbfM3zJlitasWQDcv4cfKpQnWLBu3b+lp1atW7dwAVy06NUrWwYrVWrVytasWZs2sWJl69YtVqxo4cJ161aoULNixQIgciTJTp1AuXJ1a+WtQbVq2bKFS5CgV69s2f+61agRK1a2atWaNClVKltGU6WahQvXrVukSNGaNQsA1apWRYkiFSvWra63BtWqdesWLkSIWrWypXbSpFatbNWqVanSqlW27qJCJQsXrlu3QoWaJRgA4cKGDyNOrHgx48ahQs1atQoXZcqLFuHKLEvWpk24Pt+6hQoVrlu3cOFatQrXrVu4cLnCJXs2qVu3AODOrZsUqVipUuEKjutWpEi4jrNideoUrua2bMGChevWLVy4YMHCpV37LFzev6O6dQsA+fLmQYGKtWrVrVu43j96hGu+K1ecOOHKf+tWqlS4AOISiKtVK1y3buHCBQtXQ4embt0CMJFixVGjaLFihYv/I8dGjXCFjBVLkyZcJ23ZUqUK161buHCxYoXr1i1cuFzh0rmz1K1bAIAGFTqUaFGjR5EmDRVq1qpVuKBCXbQIV1VZsjZtwrX11i1UqHDduoUL16pVuG7dwoXLFS63b0ndugWAbl27pEjFSpUKV19ctyJFwjWYFatTp3AltmULFixct27hwgULFi7Llmfh0rwZ1a1bAECHFg0KVKxVq27dwrX60SNcr1254sQJV+1bt1KlwrV7d6tWuG7dwoULFi7jx03dugWAeXPno0bRYsUKV/XqjRrh0h4rliZNuMDbsqVKFa5bt3DhYsUK161buHC5wjWffqlbtwDk17+ff3///wABCBxIsKDBgwgFhgrFihYtXBBxkaJFCxcuW1myxIqFC5ctUaJixcJVq9arV7Fi4brF8pYtXDBx1ap1S5YsADhz6hQl6pQsWbiC4moUKxYuXLSECGHF6tYtWo8etWp1q1atU6dcucJ161atWrZwicU1a5YtWbIAqF3L1pMnVrNm4ZqLy9OsWbhw1WrSpFUrXLhsIUIECxauWrVUqXr1CtetW7Yi45qMixYtW7FiAdjMubMoUa1q1cJFGhcpWrRw4apVpYorV7hw2apUCRYsXLZsqVIFCxauW7ds2aqFqzguWrRsxYoFoLnz59CjS59Ovbr1UKFY0aKFqzsuUrRo4f/CZStLllixcOGyJUpUrFi4atV69SpWLFy38t+yhas/LoC1at2SJQvAQYQJRYk6JUsWLoi4GsWKhQsXLSFCWLG6dYvWo0etWt2qVevUKVeucN26VauWLVwxcc2aZUuWLAA5de705InVrFm4hOLyNGsWLly1mjRp1QoXLluIEMGChatWLVWqXr3CdeuWLbC4xOKiRctWrFgA1K5lK0pUq1q1cM3FRYoWLVy4alWp4soVLly2KlWCBQuXLVuqVMGChevWLVu2auGijIsWLVuxYgHg3NnzZ9ChRY8mXZoPn1KsWN26JUkSLlKkbNmS1KkTJky2bPVp1WrUKFtp0tCilSr/1S1Bgm7dioULFydOuHDVihULwHXs2f/8GXXqVK1aiRLZokRJlqxEgwY5cjRrlhpNmjZtqjVmTKtWoULdwoPHFkBbsHDh+vQJFy5ZsWIBaOjwIR48pFq1smUrUiRcoULRorWIEiVGjGrV2gMKFCZMtcSIQYUqVKhbcODYshULF65Ll3DhohUrFoCgQof26ZPKlatbtypVwhUqVK1ajjBhokSJFi08qVJ58mQLDhxXrkKFuoUHjy1bsHDh2rQJF65ZsGABqGv3Lt68evfy7euXD59SrFjduiVJEi5SpGzZktSpEyZMtmz1adVq1ChbadLQopUq1S1Bgm7dioULFydO/7hw1YoVCwDs2LL//Bl16lStWokS2aJESZasRIMGOXI0a5YaTZo2bao1ZkyrVqFC3cKDx5YtWLhwffqEC5esWLEAkC9vHg8eUq1a2bIVKRKuUKFo0VpEiRIjRrVq7QEFCiAmTLXEiEGFKlSoW3Dg2LIVCxeuS5dw4aIVKxYAjRs59umTypWrW7cqVcIVKlStWo4wYaJEiRYtPKlSefJkCw4cV65ChbqFB48tW7Bw4dq0CReuWbBgAXD6FGpUqVOpVrV6FROmU1ttdbVlihYtW7ZwuXL16lWtWrdevWrVqlbcV69Ysap1lxYtWbZs3bq1alWsV68AFDZ8OFMmUqhQ1f+qZctWqFixbNnCtWqVK1e1atlS9VlVLdGtWqVKVcuWLVmrbdm6dUuVKliuXAGwfRs3JkylUqWqVcuWLVGyZNWqhUuVKlasatWypUrVqlW0atVSpSpVqlrbY3WvVcuWLVOmXJUHcB59ekyYTqlSVauWLVukZMmyZQsXK1atWtWqBfAWK1atWtU6uGpVq1a1GsZ6WKvWrVupUr1q1QqAxo0cO3r8CDKkyJFfvtBChKhUKVmycAkSdOtWLVy4DBmqVYsWLlyPHsGaNQsXLkuWYsmShQtXpVixatXChcuRLFkAqlq9umbNrESJVKmaNQuXHz+3btXChYsSpVq1ZuHCZcn/UixZsnDhmjQJFi1auHBhmjWrVi1cuCTBggUgseLFY8bQQoQIFapZs3Dx4XPrFi1cuP78qVWLFi5cjx7JOo0LlyRJsGTJwoUrU6xYtGjhwvXo1SsAvHv7JkOG1qFDqVLJkoULD55bt2jhwnXoUK1atHDhevQolnZcuCZNiiVLFi5clWTJqlULFy5IsGABeA8/vvz59Ovbv4//yxdaiBCVAlhKlixcggTdulULFy5DhmrVooUL16NHsGbNwoXLkqVYsmThwlUpVqxatXDhciRLFgCWLV2uWTMrUSJVqmbNwuXHz61btXDhokSpVq1ZuHBZshRLlixcuCZNgkWLFi5c/5hmzapVCxcuSbBgAQAbVuyYMbQQIUKFatYsXHz43LpFCxeuP39q1aKFC9ejR7L84sIlSRIsWbJw4coUKxYtWrhwPXr1CsBkypXJkKF16FCqVLJk4cKD59YtWrhwHTpUqxYtXLgePYoVGxeuSZNiyZKFC1clWbJq1cKFCxIsWACMH0eeXPly5s2dP4ceXfp06tWtX8eeXft27t29fwcfXvx48uXNn0efXv169u3dv4cfX/58+vXt38efX/9+/v39AwQgcCDBggYPIkyocCHDhg4fQowocSLFihYvYsyocSPHjh4/ggwpciTJkiZPokypciWAN28EPXqkSpUrV5pEif+CBYtVqlSkSLlypQoVqlChWJUqhQoVKFCtVkFdRUqWLFeuOHGyhAkTgK5ev/74sSVOHE+eSpVKNGnSqlWlPHmqVClVKlGePEmSZIoTp0+fKlVKNWrwqEqtWp06xYgRoESJAECOLFmNGj+NGqVKxYqVJVCgXLlSVapUqFCsWJ1KLUoUK1OmVKkKFaoVKlSrVo169UqVKk6cKFWqBGA48eJixNw5dOjUqVWrKnny5MqVqlKlPn1atcoU906dWJkydepUp06tTp1SpQrUq1erVmHCBEmSJAD27+PPr38///7+AQIQOJAgADt2GKVK9eoVK1a2aEWkBYtWRYusaNGatfH/1ClatGTJorVqlS1btVC6cnXrFixWrADElDlTiJA5oECpUvXpEy1YP2GtkiXr1atYsUrJkgWLaadOsmTBgiVr1ChbtmbRomXK1K1bqkSJAjCWbFk6dBapUvXqFStWtWbFnQXLlStZd2WtevVKlqxZq1bFiiVLFq1UqWrVorV41apbt16tWgWAcmXLatQYQoXq1StVqmrJEi3LFSxYsWLJkqVKVmtZs06dmjV7Fi1UqGrVorWbFatbt16hQgWAeHHjx5EnV76cefNKlUq5clWLeq1Wt27VqnVr1ixb37/LkkWLfK1as2bRolXLli1atGzdkn8LFixaqlQB0L+fvyBB/wAxnTolS9asWaVs2Zo16xYsWLVqzZpVy5UrWbJm0aIFC5YsWbRq1ZIlq5ZJW7ZUqZLlyROAlzBjUqI06tWrWjhrqbp1ixatW7Fi0RpKyxYsWLRo1VoqSxYtWrWizppVy5ZVW61ayTp1CoDXr2AlSQLlylWts7VU3bpFi9atWLFq1aJFy5YsWbRo1dobKxYtWrVs2Zo1q5YtW7duuXI169QpAJAjS55MubLly5gzV6pUypWrWqBrtbp1q1atW7Nm2Vq9WpYsWrBr1Zo1ixatWrZs0aJl65bvW7Bg0VKlCoDx48gFCcJ06pQsWbNmlbJla9asW7Bg1ao1a1YtV65kyf+aRYsWLFiyZNGqVUuWrFrwbdlSpUqWJ08A8uvfT4nSKICvXtUiWEvVrVu0aN2KFYvWQ1q2YMGiRavWRVmyaNGq1XHWrFq2RNpq1UrWqVMAVK5kKUkSKFeuas2sperWLVq0bsWKVasWLVq2ZMmiRavW0VixaNGqZcvWrFm1bNm6dcuVq1mnTgHg2tXrV7BhxY4lWxYTplukSN26ZcsWrlKlcOGyhQsXKlS4cMXChevUKVytWuHCtWoVLlmycOFyhQsXLVq4cI26dQvAZcyZBw2qlSmTLVu1auGyZAkXrlq4cGXKhAvXK1y4PHnCtWoVLlykSN1y5QoXLlS4cMWKhQv/FyVbtgAsZ94cEyZbokTdumXLFi5QoHDhsnXrlilTuHDNwoUrVSpcsWLhwqVKFS5XrnDhaoULFyxYuHCNqlULAEAAAgcOrFTJ1qhRt27ZsoXr0ydcuGrhwjVqFC5csXDhQoUKlytXuHCpUoUrVixcuFrhwiVLFi5co2zZAmDzJs6cOnfy7OnzJyZMt0iRunXLli1cpUrhwmULFy5UqHDhioUL16lTuFq1woVr1SpcsmThwuUKFy5atHDhGnXrFoC4cucOGlQrUyZbtmrVwmXJEi5ctXDhypQJF65XuHB58oRr1SpcuEiRuuXKFS5cqHDhihULFy5KtmwBKG36NCZM/7ZEibp1y5YtXKBA4cJl69YtU6Zw4ZqFC1eqVLhixcKFS5UqXK5c4cLVChcuWLBw4RpVqxaA7Nq3V6pka9SoW7ds2cL16RMuXLVw4Ro1CheuWLhwoUKFy5UrXLhUqcIVC2AsXLha4cIlSxYuXKNs2QLwEGJEiRMpVrR4EeOmTbI44vKIi1atWrdI1qpFi9atW7ZYypJlq1atW7dixbJ16xYuXLVw9cRVC+iqVQCIFjXKiBGsV69u3cKFi1bUW1Np0ZIly1ZWWrRevapFi9atW7Bg2bp1CxeuWrdu4cJFi9asUKEA1LV7t1MnWbNm4fKLS1atWrcIw4I1a9YtxbVqyf+SdcuWrVu3Zs26dRkXrlq4OOOqVYtWqlQASJc2vWmTrFmzbt3ChUtWrVq3btmSJWvWLFu7d8uSZQv4rVuzZt0yjgtXLVzLcdVynioVAOnTqVe3fh17du3bN22S9R1XeFy0atW6db5WLVq0bt2y9V6WLFu1at26FSuWrVu3cOGqBRCXQFy1Cq5aBSChwoWMGMF69erWLVy4aFm8hZEWLVmybHmkRevVq1q0aN26BQuWrVu3cOGqdesWLly0aM0KFQqAzp08O3WSNWsWrqG4ZNWqdSspLFizZt16WquWLFm3bNm6dWvWrFtcceGqhSssrlq1aKVKBSCt2rWbNsmaNev/1i1cuGTVqnXrli1ZsmbNsgUYsCxZtgrfujVr1q3FuHDVwgUZV63JqVIBuIw5s+bNnDt7/gx60qRIs2bhwjVr1i1atHDheqVIkSxZuHCNkiRJlixckiR9+iRLFq5SpWbNuoULV6xYuHDdsmULgPTp1PXoQQQLFi5crVrZkiULF65WkCDBgoUL16dHj2DBwqVI0ahRsmTh2rTJlq1buHCxAsgKFy5bs2YBQJhQ4aRJlWbNwoVLlqxas2bhwsVqx45WrXDhCiVGDCxYuDhxUqQoVixcokSxYmULFy5WrHDhslWrFgCePX0+eiRp1ixcuGTJsiVLFi5cruDAefUKFy5R/4QIyZKF69IlT55mzcIVKhQtWrZw4WrVCheuW7VqAYAbV+5cunXt3sWbt9ReWbJu3cKFK5ItW7du4QoVSpasW7dsceK0apUtWrQ8eWrV6pYtW65c1cIVGhcqVLVo0QKQWvXqTJk+vXply9atW4Fq1bJlC1emTLFi3bplq1IlVapszZqlSdOqVbacs2JVC9d0XJ8+1ZIlC8B27t1NmQo1a9atW7hwCapV69YtXI0auXJ1Sz4kSKpU3bJla9OmVq1uAbRlCxWqWbhw3bolSpQsWrQAQIwokRRFWbJu3cKFa5AtW7du4apU6dWrWyY3bVq16latWp48sWJ1y5atVato4f/KiUuUKFo+AQANKnQo0aJGjyJNWmqpLFm3buHCFcmWrVu3cIUKJUvWrVu2OHFatcoWLVqePLVqdcuWLVeuauGKiwsVqlq0aAHIq3dvpkyfXr2yZevWrUC1atmyhStTplixbt2yVamSKlW2Zs3SpGnVKlueWbGqhWs0rk+fasmSBWA169amTIWaNevWLVy4BNWqdesWrkaNXLm6JRwSJFWqbtmytWlTq1a3bNlChWoWLly3bokSJYsWLQDev4MnJV6WrFu3cOEaZMvWrVu4KlV69eoW/U2bVq26VauWJ0+sALK6ZcvWqlW0cCXEJUoULYcAIEaUOJFiRYsXMWYsVer/lilTuECCTJQIV8mSlSrhwnULFy5MmHDRooULlyZNuG7dwoXLFC6fPzPhwgWAaFGjmDDZ2rTp1i1cT7lwwTV1qh07uHDZwoXr0CFcs2bhwlWpEi5btnDhCoUL161buHAtwoULQF27d02ZskWKFC6/fvXowTVYlixMmHDhurVYlChct27hwiVKFK5bt3DhSoUL161buHBxunULQGnTp0eNulWqFC7XrvXowTX71q1Hj3DhuoULlyZNuGrVwoXLkydct27hwoUKF65bt3Dh0nTrFgDr17Fn176de3fv30uVumXKFC7z5hMlwrV+faVKuHDdwoULEyZctGjhwqVJE65b/wBv4cJlCpfBg5lw4QLAsKFDTJhsbdp06xaui1y44Nq40Y4dXLhs4cJ16BCuWbNw4apUCZctW7hwhcKF69YtXLgW4cIFoKfPn6ZM2SJFCpdRo3r04FoqSxYmTLhw3ZoqShSuW7dw4RIlCtetW7hwpcKF69YtXLg43boFoK3bt6NG3SpVCpddu3r04Np769ajR7hw3cKFS5MmXLVq4cLlyROuW7dw4UKFC9etW7hwabp1C4Dnz6BDix5NurTp06NGwZIlC5drXKVkybpFO1SoWLFu3bIFC9arV7do0bJlq1WrW7iS47KFqzkuW9BjxQJAvbr1SpVYwYJ16xYuXKlevf+6dcuWJ0+uXN26VcuVq1WrbM2aZcsWK1a2bt3ChcsWLoC4BNYiuGoVAIQJFY4a5SpWLFwRcUVy5erWLVpo0JQqZctWLVGiUqW6VavWrFmsWOG61fIWLVwxcdmyVevVKwA5de4MFQrWrFm4hOIyJUvWrVu2HDlq1erWrVqsWLVqdatWLVu2WLG61RUXLlq4xOKyVfbVKwBp1a5l29btW7hx5WLC9OjVK1y4aNGS5ckTLlywliwRJQoXLleSJLFihQsTpkmTWLHCtWoVLVq2cOGaNQsXLluhAYwmXXrQoECsWOHC9epVrU6dcOFqhQSJJ0+4cIHq08eUKVyOHHHixIr/Fa5QoWwtx4ULFixcuGzRogXA+nXslSoxcuUKF65YsWBVqmTLFioAAPjwsWXL04YNmDDd8uTJjZtRo3CZ4m9qFkBcuF69woWrFkIAChcylCSJEixYuHDNmkWLE6dbt1pp0CBJEi5cpdCgMWUKV6VKkyalSoVr1ChZsmjhwgULFi5ctmrVAuDzJ9CgQocSLWr0KCZMj169woWLFi1ZnjzhwgVryRJRonDhciVJEitWuDBhmjSJFStcq1bRomULF65Zs3DhsmUXAN68egcNCsSKFS5cr17V6tQJF65WSJB48oQLF6g+fUyZwuXIESdOrFjhChXKFmhcuGDBwoXLFi1a/wBWs25dqRIjV65w4YoVC1alSrZsoQIAgA8fW7Y8bdiACdMtT57cuBk1Cpep6KZm4cL16hUuXLW2A+ju/bskSZRgwcKFa9YsWpw43brVSoMGSZJw4SqFBo0pU7gqVZo0CWCqVLhGjZIlixYuXLBg4cJlq1YtABMpVrR4EWNGjRs5ihK1SZasWyNv/alV69YtXKFCyZJ165atUKFcubo1a1aoUK1a3bJlCxasWriI4kqVilZSAEuZNq1U6RIrVrVq3bp1p1bWWrgoUXr1ypatWpYsrVpla9asUaNYsbL11pUrWrhw3boVKhQtWLAA9PX7N1QoTLBg3TJ8Sw0tWrZs4f9q1GjVqlqTJUly5cpWrVqYMLlydcuWrVatZuHCdeuWKFGwZMkC8Bp27FChOsmSdQv3LUO2eNvCtWkTLFi2iIMC1arVLVq0QIFixeqWLVuuXNHChevWLVSoZnUH8B18ePHjyZc3fx69KFGbZMm69f7Wn1q1bt3CFSqULFm3btkKBTCUK1e3Zs0KFapVq1u2bMGCVQuXRFypUtG6CCCjxo2VKl1ixapWrVu37tQ6WQsXJUqvXtmyVcuSpVWrbM2aNWoUK1a2erpyRQsXrlu3QoWiBQsWgKVMm4YKhQkWrFtUb6mhRcuWLVyNGq1aVSusJEmuXNmqVQsTJleubtmy1ar/1SxcuG7dEiUKlixZAPr6/RsqVCdZsm4ZvmXIlmJbuDZtggXLlmRQoFq1ukWLFihQrFjdsmXLlStauHDduoUK1azVAFq7fg07tuzZtGvbFiXKFihQt27h+v3nD67ht25hwoQL1y1cuESJwlWrFi5cpEjhunULF65WuLp793TrFoDx5MtTokTLkqVbt3C5T5MGl/xbtwIFwoXLFi5cly7dAkiLFi5cmDDdsmULF65SuHDduoULF6RbtwBcxJhRlChapEjhAgmSDx9cJV+9woQJF65bLVWpwnXrFi5cqlThwomTFS5ct27hwsWpVi0ARY0eFSXKVqlSuJw6xYMH19Rb/7cePcKF6xYuXJ8+4apVCxcuUaJuncWFaxUuXLdu4cLl6dYtAHXt3sWbV+9evn39ihJlCxSoW7dwHf7zB9fiW7cwYcKF6xYuXKJE4apVCxcuUqRw3bqFC1crXKVNe7p1C8Bq1q0pUaJlydKtW7hsp0mDS/etW4EC4cJlCxeuS5du0aKFCxcmTLds2cKFqxQuXLdu4cIF6dYtAN29fxclihYpUrjMm+fDB9f6V68wYcKF69Z8Vapw3bqFC5cqVbj8A8SFixUuXLdu4cLFqVYtAA4fQhQlylapUrguXsSDBxfHW7cePcKF6xYuXJ8+4apVCxcuUaJuwcSFaxUuXLdu4f/C5enWLQA+fwINKnQo0aJGj376hEqWrFu3cOHaBAvWrVu1QIGSJevWLVuzZsmSdYsWrVu3YsW6pRYXrlu43uK6dctWrFgA7uLNCwnSqVevbt3ChUtUrFi3btWqVOnVq1u3Zr16xYqVrVixbNmCBcvWrVu4cNnCJRqXrdKqVAFIrXp1p06pYsXCJRtXJFeubt2CBQUKKVK2bMU6dWrVKluzZtGi5coVrlu3cOGqhQvXrVu2bNVy5QoA9+7eOXFaNWsWrvK4OsmSdetWLUOGXr26dYvWq1ewYN2aNcuWLViwAN4SiAuXLVwHcd1SCAsWAIcPIUaUOJFiRYsXK1WCxIr/FS5csEBWqmTLFqwbNzhxwoWrlSRJrVrh8uSpUqVWrXC1alWLJy5cs2bhwmWLKACjR5H68WPo1Klbt1SpmlWpki1bp6RIiRTp1q1RixaRInXr0aNSpVatwkWK1K1btXDhggULFy5bs2YB0LuXb6RIk1ixunULFixZjhzNmkVKgAA8eGjRklSjxqVLtShRKlNm1Khbp06xYjULFy5YsHDhqrUaQGvXrx89qtSqFS5csmTV4sTJli1XKlRQonTrlilBglChuoUJEyhQrFjhSpXKVnVcuGTJwoXrli1bAMCHFz+efHnz59Gnr1QJEitWuHDBkl+pki1bsG7c4MQJF65W/wAlSWrVCpcnT5UqtWqFq1WrWhBx4Zo1CxcuWxgBaNzI0Y8fQ6dO3bqlStWsSpVs2TolRUqkSLdujVq0iBSpW48elSq1ahUuUqRu3aqFCxcsWLhw2Zo1C4DTp1AjRZrEitWtW7BgyXLkaNYsUgIE4MFDi5akGjUuXapFiVKZMqNG3Tp1ihWrWbhwwYKFC1etvwACCx786FGlVq1w4ZIlqxYnTrZsuVKhghKlW7dMCRKECtUtTJhAgWLFCleqVLZS48IlSxYuXLds2QJAu7bt27hz697Nu/enT5tgwbJl69YtQLRo3bqFS5OmWLFuSRcl6tWrW7VqiRLlytUtW7Zixf+qhas8LlWqaKkHwL69e0qUJK1aZau+LTmzZtWqhUuTJoCuXNkiOGkSKlS2Zs3q1EmVKlsRW7WihQvXrVukSM2KFQvAR5AhQYHqFCvWLZS3+tCiZcsWLkaMWrWyZauWJUuvXtmiRcuTJ1eubtmyxYoVLVy4bt0yZUpWrFgApE6l+ukTqFixbm29lcjWV1u4MGGKFevWLVufPr16dYsWrVGjXr26ZctWrFi1cOG6dYsVK1qBAQwmXNjwYcSJFS9m/OnTJliwbNm6dQsQLVq3buHSpClWrFuhRYl69epWrVqiRLlydcuWrVixauGijUuVKlq5Aezm3ZsSJUmrVtkibkv/zqxZtWrh0qTJlStb0SdNQoXK1qxZnTqpUmXLe6tWtHDhunWLFKlZsWIBYN/ePShQnWLFulX/Vh9atGzZwsWIEcBWrWzZqmXJ0qtXtmjR8uTJlatbtmyxYkULF65bt0yZkhUrFoCQIkd++gQqVqxbKm8lsuXSFi5MmGLFunXL1qdPr17dokVr1KhXr27ZshUrVi1cuG7dYsWKFlQAUqdSrWr1KtasWreCAkVLlChcYsUCAoTrbK1amjThwnULFy5VqnDRooUL16pVuG7dwoWLFS5ct27hwjXq1i0AihczduSIliVLt27hqsyFCy5ctzb78YMLVy1cuDBhuhUrFi5c/5gw3bJlCxcuUrhw2bKFC1ejW7cA8O7t+9OnWqVK3bqF63idOrhw3ZIlCxMmXLhuUT916pYtW7hwsWKF6/v3V7hw3bqFC5eoWrUAsG/vvlOnWqNG3bqF636cOLj227IVCWAkXLhu4cLVqRMuWrRw4Tp1CpctW7hwscKF69YtXLhC3boFAGRIkSNJljR5EmVKT55MyZJ16xYuXJNgwbp1a5YjR61a3bpF69UrWLBuyZJly5YrV7ds2cKFyxYuqbhsVX31CkBWrVsdOTLVqtWtW7hwaWrVqlYtWYkSqVJly1YsVapSpar16pUtW65c3fKLC5ctXINx2bJVa9UqAIsZN//mxCmVLFm4KOOi9OrVrVustmw5dcqWrVahQp06VQsWLFmyVq269fp1LVy4bt2qdfvVKwC7effGhEmVLFm3buHCxQkWrFu3ZP3548rVrVuzXLmCBesWLFi2bLlydcuWLVy4bOEyj+vWLVuvXgFw/x5+fPnz6de3f9+TJ1OyZN26BRAXrkmwYN26NcuRo1atbt2i9eoVLFi3ZMmyZcuVq1u2bOHCZQuXSFy2Sr56BSClypWOHJlq1erWLVy4NLVqVauWrESJVKmyZSuWKlWpUtV69cqWLVeubjnFhcsWrqm4bNmqtWoVgK1cu3LilEqWLFxkcVF69erWLVZbtpw6Zcv/VqtQoU6dqgULlixZq1bd+vu3Fi5ct27VOvzqFYDFjBtjwqRKlqxbt3Dh4gQL1q1bsv78ceXq1q1ZrlzBgnULFixbtly5umXLFi5ctnDZxnXrlq1XrwD4/g08uPDhxIsbPy5J0qNWrW7dcuWKVaVKtGjFcuAgU6Zbt04hQXLq1K1Pn9KkQYUK16pVqlTVwoVr1ixcuGzRogUgv/79duz8AXjq1K1bp07FsmSJFq1TIEBUqmTLViYePEKFsuXIkSRJq1bhSpWq1khcuGDBwoWr1qxZAFy+hAlJJitWt27BgkWrUqVYsUxFiJAo0axZhmrU8OSJ1qFDd+6QInVr1KhU/6lk4cL16hUuXLVo0QIQVuxYRowuuXKFC1erVrQwYaJFy1WFCpMm2bJFyouXUqVudepEiZIqVbhKlYoVyxYuXLJk4cJlq1YtAJUtX8acWfNmzp09S5L0qFWrW7dcuWJVqRItWrEcOMiU6datU0iQnDp169OnNGlQocK1apUqVbVw4Zo1CxcuW7RoAYAeXbodO39Onbp169SpWJYs0aJ1CgSISpVs2crEg0eoULYcOZIkadUqXKlS1cKPCxcsWLhwAaw1axaAggYPQkrIitWtW7Bg0apUKVYsUxEiJEo0a5ahGjU8eaJ16NCdO6RI3Ro1KlUqWbhwvXqFC1ctWrQA4P/MqZMRo0uuXOHC1aoVLUyYaNFyVaHCpEm2bJHy4qVUqVudOlGipEoVrlKlYsWyhQuXLFm4cNmqVQsA27Zu38KNK3cu3bqgQGGCBcuWrVu36NSqZcsWrkaNYsWypbhSpVevbNGiValSq1a3bNlatYoWLly3bokSNUuWLACmT6OmpDpVqlq1bNmKI0sWLVq3Hj1ixapWLVqLFpkyVUuWLE6cUqWyVauWKlW0cOG6dQsUqFmwYAHIrn07KFCfYMG6Jf5WoVq1bt3CNWmSK1e2bNWiRAkVqlq0aHnyxIrVLVu2ALJiRQsXrlu3TJmiFSsWAIcPIX765OnVq1sXb/GpVcv/li1ckiS1amWLZKVKrlzZokULEyZWrG7VquXKFS1cuG7dMmWK1qxZAIAGFTqUaFGjR5EmBQUKEyxYtmzdukWnVi1btnA1ahQrli2vlSq9emWLFq1KlVq1umXL1qpVtHDhunVLlKhZsmQB0LuXLyW/qVLVqmXLVhxZsmjRuvXoEStWtWrRWrTIlKlasmRx4pQqla1atVSpooUL161boEDNggULQGvXr0GB+gQL1i3btwrVqnXrFq5Jk1y5smWrFiVKqFDVokXLkydWrG7ZssWKFS1cuG7dMmWKVqxYAMCHF//pk6dXr26lv8WnVi1btnBJktSqlS37lSq5cmWLFi1M/wAxsWJ1q1YtV65o4cJ165YpU7RmzQJAsaLFixgzatzIsaMnT7FMmcJFEtctQ4ZwqXz1ChQoXLhu2bJlyhQuW7Zw4WLFCtetW7hwtcKF69YtXLg+2bIFoKnTp5IkxdKkyZYtXFjZsMGF6xYtWoAA4cJl69atSpVu0aKFCxcnTrds2cKFyxQuXLdu4cJV6dYtAIADC/bkqZYpU7gSJx40CJdjWbI6dcKF65ZlVapuacaFq1UrXKBBw8JFuvSnW7cAqF7NetOmWaNG3bqFq3afPrhyx4rlyBEuXLeChwqFq1YtXLhKlcJlyxYuXK5w4bp1CxcuUbduAdjOvbv37+DDi/8fTx4Tpk+uXN26hQvXH1asbt2KFSRIqVK2bMHChAkVKoC2YMFixUqVqlu2bN26RQsXrlu3Zs2i9eoVAIwZNTJi5EmVKlu2cOFKlCpVrVqtmDABBapWrVaUKIECRevVzVeoUNnieesWLVy4bt2iRasWKlQAlC5lmikTKliwcE3FNenVq1u3ViFBMmqULVuqNGkaNcqWLFmwYK1adcutLVu1cM3FJUtWLVeuAOzl27dSpVKvXt26hQtXIlasbNmCtWQJKVK2bMHChGnVKluvXsWKtWrVrVq1bt2ihcs0rlqpX70C0Nr1a9ixZc+mXds2JkyfXLm6dQsXrj+sWN26FSv/SJBSpWzZgoUJEypUtmDBYsVKlapbtmzdukULF65bt2bNovXqFQD06dUzYuRJlSpbtnDhSpQqVa1arZgwAQWqFsBarShRAgWK1quEr1ChsuXw1i1auHDdukWLVi1UqABw7OgxUyZUsGDhKolr0qtXt26tQoJk1ChbtlRp0jRqlC1ZsmDBWrXqFlBbtmrhKopLlqxarlwBaOr0aaVKpV69unULF65ErFjZsgVryRJSpGzZgoUJ06pVtl69ihVr1apbtWrdukULF15ctfa+egXgL+DAggcTLmz4MGJEiBKlSnXrFilSrR49kiXLFAAAiBDFioXJgwdOnGZNmjRjBidO/7c8ecKEaRYuXKtW3bpFa9YsALp387ZjR0+qVLduhQoVixKlWbMqAQCACFGsWINGjJAkiRYfPmnSmDJ1ixOnVq1o4cKVKhUuXLVixQLg/j38RfJfvbp1K1UqW5w4zZr1CWCHDosWyZJ1Z8mSUKFo8eFTqRIqVLg+fZIlixYuXKtW4cJVixYtACNJllSkaFGrVrdukSIVCxMmWbJGAQDAiNGsWZtevBAlqtajR1y4kCJ1a9MmU6Zq4cLVqhUuXLZmzQJwFWtWrVu5dvX6FSwiRIlSpbp1ixSpVo8eyZJlCgAARIhixcLkwQMnTrMmTZoxgxOnW548YcI0CxeuVatu3f+iNWsWAMmTKduxoydVqlu3QoWKRYnSrFmVAABAhChWrEEjRkiSRIsPnzRpTJm6xYlTq1a0cOFKlQoXrlqxYgEwfhz5IuWvXt26lSqVLU6cZs361KHDokWyZN1ZsiRUKFp8+FSqhAoVrk+fZMmihQvXqlW4cNWiRQtAfv37FSlaBLBVq1u3SJGKhQmTLFmjAABgxGjWrE0vXogSVevRIy5cSJG6tWmTKVO1cOFq1QoXLluzZgF4CTOmzJk0a9q8ifOTzlatbvm8dadWLVu2cCFC1KqVraWLFqVKVYsWrUqVUqWyhRUVqli4cN265cmTrLEAypo9O2mSplSpbLm11Wb/1qxatW4VKoQKVa29hAiFCkUrsCVLp07ZOmzKlCxcuG7d2rRJ1qtXACpbvgwKlClXrm55vlWoVq1bt3Bx4sSKlS1btTZtWrXKVq1aqVLBgnUrNyxYtXD5xmXKFC1ZsgAYP47ckydQrVrden7rDy1atmzhUqSIFStb3B05WrXKFi1aliylSmUrfapUs3DhunVr1KhZ9AHYv48/v/79/Pv7BwhA4ECCAECBgqVKFS6GDB05whWxVatPn3BdtGVr1SpcHTu2aoVLpEhYuEyeNGXLFgCWLV1WqhQrVKhbt3Dd5MMH105atB49woXr1lBMmHDZsoUL16hRuJw6TYVL6tRK/7duAcCaVasoUbRWrbp1C9dYR45wnbVlS5MmXLhuvW3VCtfcua5c4cKL9xUuvn1F3boFQPBgwp8+yUqV6tYtXI0NGcIVOVasTZtwXbZlK1UqXLdu4cKFChWuW7dw4XqFS/XqUbduAYAdW/Zs2rVt38adGxQoWKpU4QIO3JEjXMVbtfr0CddyW7ZWrcIVPXqrVrisW4eFS/t2U7ZsAQAfXnylSrFChbp1C9d6PnxwvadF69EjXLhu3ceECZctW7hwARw1ChdBgqlwIUxY6dYtAA4fQhQlitaqVbdu4croyBGujrZsadKEC9etkq1a4UqZ0pUrXC5dvsIlc6aoW7cA4P/MqfPTJ1mpUt26hWuoIUO4jsaKtWkTrqa2bKVKhevWLVy4UKHCdesWLlyvcIENO+rWLQBmz6JNq3Yt27Zu33bqdCpWLFx2cVWKFQsXrlo9erBihQtXLUOGXr26VavWqVOuXOG6dasWZVyWccmSZStWLACeP4OmRAlVrFi4TuMiJUvWrVu0uHBZterWrVqNGrFidcuWLVeuYsXCJdwWcVzGccWKVYsVKwDOn0MPFaoVLVq4ruNaVasWLly0+PCJFevWLVqpUsWKdWt9rVq0aOGKf2s+rvq4YsWyFSsWgP7+AQIQCODTp1WzZuFSiMuTLFm4cNmiQsWVK1y4bDVq9Or/Fa5atVSpcuUK161btmzVwrUS16xZtmLFAjCTZk2bN3Hm1LmTZ6dOp2LFwjUUV6VYsXDhqtWjBytWuHDVMmTo1atbtWqdOuXKFa5bt2qFxTUWlyxZtmLFArCWbVtKlFDFioWLLi5SsmTdukWLC5dVq27dqtWoEStWt2zZcuUqVixcj21FxjUZV6xYtVixArCZc+dQoVrRooWLNK5VtWrhwkWLD59YsW7dopUqVaxYt3DXqkWLFi7ft4DjEo4rVixbsWIBUL6c+adPq2bNwjUdlydZsnDhskWFiitXuHDZatTo1StctWqpUuXKFa5bt2zZqoWLPq5Zs2zFigWAf3///wABCBxIsKDBgwgTKgRw586oU6ds2WLE6FalSrNmPWLEaNGiWrXmePKECVOtMmVUqeLE6dacObVqucKFa9IkXLhg6QTAs6dPLlw4nTply9agQbc6dZo1qw8pUpIk1arFZdUqTZpsUaEiS9aoUbf48Ll1yxUuXJIk4cIlq1UrAHDjygUECJUrV7duSZKECxUqW7YksWI1apQtW3lmzWLF6tadO7duuXKFq1IlXLhm4cIFChQuXLRgwQJAurTpO3dEqVJ165YjR7c+faJFy9GjR5Ei1aoVR5SoTp1sefHSqlWoULfQoKlVCxYuXJYs4cI169UrANiza9/Ovbv37+DD3/+5M+rUKVu2GDG6VanSrFmPGDFatKhWrTmePGHCVKtMGYCqVHHidGvOnFq1XOHCNWkSLlywJAKgWNEiFy6cTp2yZWvQoFudOs2a1YcUKUmSatXismqVJk22qFCRJWvUqFt8+Ny65QoXLkmScOGS1aoVAKRJlQIChMqVq1u3JEnChQqVLVuSWLEaNcqWrTyzZrFidevOnVu3XLnCVakSLlyzcOECBQoXLlqwYAHg29fvnTuiVKm6dcuRo1ufPtGi5ejRo0iRatWKI0pUp062vHhp1SpUqFto0NSqBQsXLkuWcOGa9eoVANixZc+mXdv2bdy5MWEqhQpVrVq2bJmSJav/Vq1bq1axYlWrli1VqlatolWrFitWqVLV4h4rFixb4W2VKtVq1SoA6dWvT5SoEyhQs2bVqtUpVixatG6lSrVqFUBatGqhQmXK1CxatFixWrWKVq1asGDFqlXLlq1Ro1qhQgXgI8iQmTKlUqXKFkpbqWjRsmULV6xYsmTVqmVr1qxXr2zxpEVLlixbt27ZKnrrFi5crlzJcuUKANSoUi9dInXqVK1atmyFkiWrVi1crMayqlXLVqpUqlTVaqvqrSpatWrFqlurli1bpky5atUKAODAggcTLmz4MOLEZcrMMmQIFSpZsnD9+XPrVi1cuAoVouUZFy5JkmLJkoULlyRJ/7Bo0cKFC1OsWLVq4cL16NUrALp389ahQ9acOaJEvXqFa8yYWrVk4cK1Zo0sWbBw4cKDx9WrV7hwGTL0SpYsXLgSyZI1axYuXHlgwQLg/j18NGhqMWKkStWsWbgECbp1CyAtXLgWLaJFSxYuXJUquZo1CxcuTJhk0aKFCxemWhtr4cL1aNYsACNJluTChZYhQ6ZMyZKFK0+eW7do4cIVKBAtWrNw4UKEKJYsWbhwPXoES5YsXLgovXpFixYuXIpgwQJwFWtWrVu5dvX6FWyZMrMMGUKFSpYsXH/+3LpVCxeuQoVo1cWFS5KkWLJk4cIlSRIsWrRw4cIUK1atWrhwPf969QpAZMmTdeiQNWeOKFGvXuEaM6ZWLVm4cK1ZI0sWLFy48OBx9eoVLlyGDL2SJQsXrkSyZM2ahQtXHliwABQ3fhwNmlqMGKlSNWsWLkGCbt2ihQvXokW0aMnChatSJVezZuHChQmTLFq0cOHCVAt+LVy4Hs2aBQB/fv1cuNAyBNCQKVOyZOHKk+fWLVq4cAUKRIvWLFy4ECGKJUsWLlyPHsGSJQsXLkqvXtGihQuXIliwALh8CTOmzJk0a9q8iTOnzp08e/r8CTSo0KFEixo9ijSp0qVMmzp9CjWq1KlUq1q9ijWr1q1cu3r9Cjas2LFky5o9izat2rVs27p9Czf/rty5dOvavYsX6Js3fRo1UqXKlStLoUK9esUKFapSpVy5QqVK1ahRq0qVUqVq1ChXq1a1akUKFqxVqzx5qoQagOrVrNWo+cOIkSpVrVpRAgXKlatUp06FCsWK1SlUqESJanXqVKpUoUK1QoVKlapQrlylSqVJU6RJkwB4/w5+zBg8hQqdOrVqFSVPnly5WnXqFChQrVqlGjXKkydVpEiVAljq0ydWqFClSgUKFqxVqzJliiRJEgCKFS2qUfOHESNUqFq1ujRq1KtXq06dGjWqVatTqVKNGsUKFapUqUSJcrVK5ypRsGCxYtWpE6VJkwAcRZpU6VKmTZ0+hSpHDqJU/6lcXXVFa9bWWbBevZIlixYtVrBgyZI1K1UqWW1l0Vq1qtbcua5c3br1atUqAH39/p0zB1GqVK5ctWpFS9ZiWbBatZIla9YsVrFizZpFS5WqWZ1n0VKlypYtWrVqqVJ165arVKkAvIYdW42aRKVKtWpVqlStWb1nvZoVXPiqWbNkHS9VChasWLFkpUpVq9asWrVcubp165UqVQC8fwdPh06hVKlevWrVipYs9rJgvZcla9asVrFizcKfKhUtWrNmAaS1apUtW7Rq1WLF6tatV6pUAYgocSLFihYvYsyoUZIkUK5c0aJly5aqW7dq1boVK1atlrVsxYo1a1YtWrRkyf+aNasWz1mzat0KeuvVq1mmTAFIqnQpJUqhXr2iRatWrVS3btWqdStWLFpeadmSJYsWrVpmZcmiRcsWW1q0atmKa6tVK1mmTAHIq3dvpEihWrWaNYsWLVW3btGidWvWLFu2atWyBQsWLVqzaNGCBWvWLFq2bM2aVcuWrVu3WrWSdeoUgNauX1OiJOrVq1q2a6m6datWrVuxYtUKXsuWLFmzZtVKLksWLVq1bNmaNcsW9Vu3XLmadeoUgO7ev4MPL348+fLmJUkC5coVLVq2bKm6datWrVuxYtXKX8tWrFizAM6qRYuWLFmzZtVSOGtWrVsPb716NcuUKQAXMWakRCn/1KtXtGjVqpXq1q1atW7FikWLJS1bsmTRolWLpixZtGjZ0kmLVi1bP221aiXLlCkAR5EmjRQpVKtWs2bRoqXq1i1atG7NmmXLVq1atmDBokVrFi1asGDNmkXLlq1Zs2rZsnXrVqtWsk6dArCXb19KlES9elWLcC1Vt27VqnUrVqxaj2vZkiVr1qxal2XJokWrli1bs2bZEn3rlitXs06dArCadWvXr2HHlj2b9qVLtk6durX7Fq5QoXDhsoUL16lTuHDJwoXr1ClcrlzhwtWqFS5YsHDhcoULlyxZuHCNsmULQHnz5y9dslWq1C33t3B9+oQLly1cuEaNwoVrFi5c/wBTpcIVKxYuXKtW4Xr1CheuVrhwwYKFC1coW7YAaNzIERIkW5483bpFixauUKFw4aqFCxcpUrhwycKFixQpXKxY4cJ16hQuWbJw4WKFC9esWbhwcbp1C4DTp1AtWbJVqtStW7Zs4QoVChcuW7hwlSqFC5csXLhSpcL16hUuXKtW4ZIlCxeuVrhwxYqFC5coW7YACB5MuLDhw4gTK1586ZKtU6duSb6FK1QoXLhs4cJ16hQuXLJw4Tp1CpcrV7hwtWqFCxYsXLhc4cIlSxYuXKNs2QLAu7fvS5dslSp1q/gtXJ8+4cJlCxeuUaNw4ZqFC1eqVLhixcKFa9UqXK9e4f/C1QoXLliwcOEKZcsWgPfw40OCZMuTp1u3aNHCFSoULoC4auHCRYoULlyycOEiRQoXK1a4cJ06hUuWLFy4WOHCNWsWLlycbt0CUNLkSUuWbJUqdeuWLVu4QoXChcsWLlylSuHCJQsXrlSpcL16hQvXqlW4ZMnChasVLlyxYuHCJcqWLQBZtW7l2tXrV7BhxWLCFMvsrVu4cMGiRevWW1iwZs26dctWrVqyZN2yZevWLVmybg3GhasWLsS4atWihQoVAMiRJWvSBEuWLFyZcbmiRevW51ixZMm6dcvW6Vmzbq3GhYsWrVuxceGqdesWLly2bNFKlQrAb+DBMWGKVfz/1i1cuGjVqnXLea1atGjdok6LFixYtWjRqlWrVatat8TfqoXLPC5a6VGhAtDe/ftOnWTNmnXrFi5csWrVutVfFkBZs2bdumXroCxZtxYunDXrFq6IuGzhqoirVi1aqVIB6OjxI8iQIkeSLGkSE6ZYKm/dwoULFi1at2bCgjVr1q1btmrVkiXrli1bt27JknXrKC5ctXAxxVWrFi1UqABQrWpVkyZYsmTh6orLFS1at8bGiiVL1q1bttbOmnXrLS5ctGjdqosLV61bt3DhsmWLVqpUAAYTLowJU6zEt27hwkWrVq1bkmvVokXrFmZatGDBqkWLVq1arVrVumX6Vi1c/6px0WqNChWA2LJnd+oka9asW7dw4YpVq9at4LJkzZp165at5LJk3WrefNasW7im47KF6zquWrVopUoF4Dv48OLHky9v/jx6SJAQxYqFC9esWbVgwcKF69WOHa5c4cI1CqAWLbBg4cKESZEiWbJwiRIVK5YtXLhevcKF61atWgA4dvQ4aZIjWbJw4Zo1ixYsWLhwtXLholUrXLhGmTEjSxauUaNEiaJFC9epU7Nm3cKFq1UrXLhu1aoFAGpUqY4cPYoVCxeuV69szZqFC5crR45mzcKFqxQiRLBg3VKkaM2aVq1wiRKlSlUtXLhgwcKFy1atWgAIFzYsSRKiWbNw4f+aNauWLFm4cMEyY+bVK1y4RLlxI0sWLk+eOHGiRQsXKlSxYtnChatVK1y4bNWqBQB3bt27eff2/Rt4cFKkPsmSdesWLlyBbNm6dQuXJEmvXt2yHimSKlW3atXSpEmVqlu2bJ06NQsXrlu3RImaRYsWAPnz6ZMi9WnWrFu3cOHSA7BWrVu3cEGC5MrVrYWVKrFidcuWLVGiXr26ZcsWK1a0cOG6dcuUqVm0aAE4iTIlKFCfYsWyZevWrUS1atmyhWvTplmzbt2y9egRKlS2Zs169OjUKVu3bqFCNQsXrlu3Pn2ahRWA1q1cR43qJEvWrVu4cAWyZevWLVyYMMGCdSv/riZNq1bdsmUrVKhWrW75RYWKFi5ct26JEjUrMYDFjBs7fgw5suTJlEmR+iRL1q1buHAFsmXr1i1ckiS9enUrdaRIqlTdqlVLkyZVqm7ZsnXq1CxcuG7dEiVqFi1aAIobP06K1KdZs27dwoVLT61at27hggTJlatb3CtVYsXqli1bokS9enXLli1WrGjhwnXrlilTs2jRAoA/v35QoD7FAhjLlq1btxLVqmXLFq5Nm2bNunXL1qNHqFDZmjXr0aNTp2zduoUK1SxcuG7d+vRp1koALV2+HDWqkyxZt27hwhXIlq1bt3BhwgQL1i2imjStWnXLlq1QoVq1uhUVFSpa/7hw3bolStQsrgC8fgUbVuxYsmXNni1VylapUrjcuj10CNfcWbMwYcKF69ZeUKBw2bKFCxcpUrhu3cKFSxUuXLdu4cLV6dYtAJUtX0aFqtapU7g8ewYECNfoWbMuXcKVOrUoUbhu3cKFixQpXLdu4cKVCheuW7dw4fp06xYA4sWNf/p0S5OmW7dwPf/zB9f06ZQo4cJ1CxcuSZJwyZKFCxclSrhu3cKFyxQu9u0f4cIFQP58+qNG2TJlCtf+/YkSAcQl0JYtS5Zw4bqFC1eoULhs2cKFy5QpXLdu4cKFCheuW7dw4dJ06xaAkiZPokypciXLli5LlbJVqhSumjUPHf/CpXPWLEyYcOG6JRQUKFy2bOHCRYoUrlu3cOFShQvXrVu4cHW6dQsA165eUaGqdeoUrrJlAQHCpXbWrEuXcMGFK0oUrlu3cOEiRQrXrVu4cKXChevWLVy4Pt26BWAx48afPt3SpOnWLVyW//zBpVkzJUq4cN3ChUuSJFyyZOHCRYkSrlu3cOEyhWs27Ue4cAHIrXv3qFG2TJnCJVx4okS4jtuyZckSLly3cOEKFQqXLVu4cJkyhevWLVy4UOHCdesWLlyabt0CoH49+/bu38OPL39+qFCsYsXCpR9XpVixAOLCZYsOnVWrbt2iZcqUKlW3aEWkxYoVrlu3cOGqhYv/Iy5btmrFigWAZEmTo0atmjULV0tcjGLFwoXLlh8/q1bdulWrVc9Wt2rVsmXLlStctmzhwlULV1NctmzVggULQFWrVzt1chUr1q1buHCNcuXqVllRomLFunXLVqlSpkzZevXKlStTpmzd0nurFi6/uGrVsuXKFQDDhxGLEtUqVixcj3FpggULFy5bggSxYnXrFq1WrVatulWrli1br17dUo0LVy1cr3HVku3KFQDbt3Hn1r2bd2/fvytVStSqFS5csmTBwoTp1i1YFCgwYnTrFqkdO0KFwnXp0po1pUrhGjWKFStauHDBgoULly33AODHlz9pkqJWrXDhkiUL1qVL/wBv3XJ14IAiRbhwjZIhQ5QoXJ8+DRqkShUuUaJWraqFC9erV7hw2apVC4DJkygpUfpz6hQuXLJkqdq06dYtVy1ajBqFC9cpO3Y6dboFCJASJZYs4UKFatWqWbhw0aKFC1ctW7YAaN3KddKkQq5c4cI1a1YrSZJu3XIFAcKjR7hwjZIhgxQpXJgw+fGTKhUuUqRcuZqFC9erV7hw1VoMoLHjx5AjS55MubLlSpUStWqFC5csWbAwYbp1CxYFCowY3bpFaseOUKFwXbq0Zk2pUrhGjWLFihYuXLBg4cJlqziA48iTT5qkqFUrXLhkyYJ16dKtW64OHFCkCBeuUTJkiP8ShevTp0GDVKnCJUrUqlW1cOF69QoXLlu1agHYz78/JYCU/pw6hQuXLFmqNm26dctVixajRuHCdcqOnU6dbgECpESJJUu4UKFatWoWLly0aOHCVcuWLQAxZc6cNKmQK1e4cM2a1UqSpFu3XEGA8OgRLlyjZMggRQoXJkx+/KRKhYsUKVeuZuHC9eoVLly1xAIgW9bsWbRp1a5l2zZUqEyxYt2ie2uQLVu3buGiRClWLFuBM2V69eoWLVqhQqlSdcuWrVataOHCdevWqVOzNAPg3NmzKFGaYsW6VfpWnlq1bt3CRYnSq1e2ZGfKBAvWLVu2QIF69eqWLVusWM3Chev/1q1SpWYtB9Dc+fNOnSK5clWr1q1bdGbNqlXrFiZMsGDdukVLkSJSpGrBgmXI0KhRtWzZatWKFi5ct26VKiWLFkBaAAYSLChKlCZZsm7dwoXrT61atmzhYsQIFqxbt2xVqsSK1a1atTRpWrXqli1bqVLNwoXr1i1SpGbJkgXgJs6cOnfy7OnzJ9BQoTLFinXr6K1BtmzduoWLEqVYsWxRzZTp1atbtGiFCqVK1S1btlq1ooUL161bp07NagvgLdy4okRpihXrFt5beWrVunULFyVKr17ZKpwpEyxYt2zZAgXq1atbtmyxYjULF65bt0qVmuUZAOjQojt1iuTKVa1a/7du0Zk1q1atW5gwwYJ16xYtRYpIkaoFC5YhQ6NG1bJlq1UrWrhw3bpVqpQsWrQAUK9uXZQoTbJk3bqFC9efWrVs2cLFiBEsWLdu2apUiRWrW7VqadK0atUtW7ZSpZqFCyCuW7dIkZolSxYAhQsZNnT4EGJEiRNDhapFihQujRoTJcL1cdasTp1wlSy5ahUuW7Zw4WLFCtetW7hwucKF69YtXLhC2bIFAGhQoaJE0Tp1ClfSpHz44HIqS1anTrioUmXFCtetW7hwsWKFy5YtXLha4cJ16xYuXKBs2QLwFm5cTpxoVap06xYuvYMG4fJry9akSbhw2cKFa9OmW7Fi4f/CBQoUrlu3cOFqhQtzZkq3bgHw/Bn0qFG1UKHCdfo0IEC4WNOilSkTLly3cOFSpQrXrVu4cK1ahevWLVy4WuHCdesWLlyebNkC8Bx6dOnTqVe3fh17qFC1SJHC9f17okS4yM+a1akTLvXqV63CZcsWLlysWOG6dQsXLle4cN26BRAXrlC2bAE4iDChKFG0Tp3CBREiHz64KsqS1akTro0bWbHCdesWLlysWOGyZQsXrla4cN26hQsXKFu2ANi8iZMTJ1qVKt26hSvooEG4itqyNWkSLly2cOHatOlWrFi4cIEChevWLVy4WuH6CpbSrVsAypo9O2pULVSocLl1Cwj/EK65tGhlyoQL1y1cuFSpwnXrFi5cq1bhunULF65WuHDduoULlydbtgBYvow5s+bNnDt7/syJk6lYsXCZxkUpVqxbt2jJkePK1a1bs1ixggXr1qxZtWq5cnXLli1cuGzhOo7r1i1bsGABeA49+qdPqWbNwoUdl6RYsW7dmlWmDCtWt27RUqXq1atbtGjZsiVLFi5btnDhqoUrP65bt2zBAggLwECCBTFh6rRq1a1buHAZUqXKlq1ZkSK9enXrFi1VqlKlsqVKFSxYo0bZunULFy5buFzishXz1SsANW3e9OTJ1KxZuHzikiRL1q1btezYceXq1q1ZqVK5cnVr1ixb/7ZcucJlyxYuXLVw4bp1y5atWq9eAUCbVu1atm3dvoUbV9LcVatu3XLlatalS7VqveLAgRGjW7dKnTkjStQtTJgMGUqVClepUrNm1cKFK1YsXLhsfQYQWvToSJEssWKFCxcsWLQaNapVK1WAAIMG3boVyoiRUaNuefJkyVKqVLhChYIFixYuXLBg4cJlq1YtANWtX4cEiU2nTrZsvXr1SI+eWbNUOXCQKZMtW6Ts2PHkyVacOESIbNp0K1WqV69kAcSFa9YsXLhqIQSgcCFDSJAmrVqFC5csWbMqVapV65UFC5Ik3bpFSoeOUaNuXbqUKFGpUrhEiXr1ShYuXK9e4f/CVYsWLQA+fwINKnQo0aJGj0pKumrVrVuuXM26dKlWrVccODBidOtWqTNnRIm6hQmTIUOpUuEqVWrWrFq4cMWKhQuXrboA7uLNGymSJVascOGCBYtWo0a1aqUKEGDQoFu3QhkxMmrULU+eLFlKlQpXqFCwYNHChQsWLFy4bNWqBWA169aQILHp1MmWrVevHunRM2uWKgcOMmWyZYuUHTuePNmKE4cIkU2bbqVK9eqVLFy4Zs3ChasWdwDev4OHBGnSqlW4cMmSNatSpVq1XlmwIEnSrVukdOgYNerWpUuJACYqVQqXKFGvXsnChevVK1y4atGiBYBiRYsXMWbUuJH/Y0dRojrFinWL5K0/tWrduoULEyZZsm7F1KRp1qxbtWqRIhUr1q1atWDBqoUL161bqlTRmjULQFOnT0eN+iRL1q1buHAdsrXVFq5Ll2LFsjXWkydYsG7ZsiVKVKxYt2zZatWKFi5ct26dOkVr1iwAfwEHxoTp0KpVtWrZsqUEFqxatW49ehQr1q1btBo1OnWq1qtXjhyVKmWLNCxYtHDhunVLlChZs2YBkD2bdqhQnmTJunULF65FtWrduoWrUaNZs24l58QpVqxbtWqNGuXK1S1btlq1ooUL161bpEjNkiULQHnz59GnV7+efXv3okR1ihXrVv1bf2rVunULFyZM/wBlybpFUJOmWbNu1apFilSsWLdq1YIFqxYuXLduqVJFa9YsACBDihw16pMsWbdu4cJ1yJZLW7guXYoVy5ZNT55gwbply5YoUbFi3bJlq1UrWrhw3bp16hStWbMASJ1KFROmQ6tW1aply5YSWLBq1br16FGsWLdu0WrU6NSpWq9eOXJUqpStu7Bg0cKF69YtUaJkzZoFoLDhw6FCeZIl69YtXLgW1ap16xauRo1mzbrFmROnWLFu1ao1apQrV7ds2WrVihYuXLdukSI1S5YsALhz697Nu7fv38CDe/JUK1QoXMiREyKEq7ktW5o04cJ1CxcuVqxw2bKFC5crV7fC4//C9QoXrlu3cOEaZcsWgPfw43/6ZMuUKVz48evRg6s/LYC0QoXChesWLlysWOG6dQsXrlatcNmyhQsXLFy4bt3ChcuULVsARI4kiQnTK0qUbt3ChasWHz64ZNKiBQoULly2bt3q1OmWLFm4cKFChevWLVy4XOFi2pTTrVsApE6lyomTrVKlcG3dKkgQLrC0aH36hMusWViwcNmyhQuXK1e4bt3ChcsVLly3buHCRcqWLQCBBQ8mXNjwYcSJFXfqVCpWrFu3cOGa9OqVLVuz/vxZterWLVmqVL16dStWLFu2YMG6ZcsWLly2cM3GdeuWrVevAOzm3ZsTp1WzZuEijgv/06tXt27BWrMGFapbt2KpUtWq1S1ZsmzZggULV61auHDVwlUe161btl69AtDe/XtMmCalSnXL/q0ypkzduhVrEMBBr17ZshXr1ClRomylShUrlilTtm7dwoWrFq6MuGzZorVqFYCQIkdy4rRKlixcKnFNihXr1i1ZXrysWnXrFixTplatuhUrFi1arlzdsmULFy5auHDdumXr6atXAKZSrWr1KtasWrdy7dSpVKxYt27hwjXp1Stbtmb9+bNq1a1bslSpevXqVqxYtmzBgnXLli1cuGzhKozr1i1br14BaOz4MSdOq2bNwmUZF6ZXr27dgrVmDSpUt27FUqWqVatb/7Jk2bIFCxauWrVw4aqF6zauW7dsvXoF4Dfw4JgwTUqV6hbyW2VMmbp1K9agQa9e2bIV69QpUaJspUoVK5YpU7Zu3cKFqxau9Lhs2aK1ahWA+PLnc+K0SpYsXPpxTYoVC+CtW7K8eFm16tYtWKZMrVp1K1YsWrRcubplyxYuXLRw4bp1y1bIV68AlDR5EmVKlStZtnT56BEjVKhu3XLlSpUkSbNmtQoQgBEjW7ZI4cBx6pStTZv+/DFlChcqVK1a1cKFa9YsXLhs1aoFAGxYsZMmVXr16tYtWLBkXbokS1aqAQMOHapVi5MOHaJE2dq0iRGjVatwlSoVK1YtXLhixf/ChctWrVoAKFe2nChRm06datUiRcqQHz+xYqEiQIATp1q1NvXoUanSLEWKWLDQpOnWqlWfPs3ChStWrFu3aBUHcBx58kePIrlydetWrFiwKlWSJauVAgWIENWqBSpGDFCgbGXKRIeOKVO3SJFq1YoWLlywYOHCZYsWLQD7+ff3DxCAwIEECxo8iDChwUePGKFCdeuWK1eqJEmaNatVgACMGNmyRQoHjlOnbG3a9OePKVO4UKFq1aoWLlyzZuHCZatWLQA8e/qcNKnSq1e3bsGCJevSJVmyUg0YcOhQrVqcdOgQJcrWpk2MGK1ahatUqVixauHCFSsWLly2atUCADf/rtxEidp06lSrFilShvz4iRULFQECnDjVqrWpR49KlWYpUsSChSZNt1at+vRpFi5csWLdukUrNIDRpEs/ehTJlatbt2LFglWpkixZrRQoQISoVi1QMWKAAmUrUyY6dEyZukWKVKtWtHDhggULFy5btGgBuI49u/bt3Lt7/w7+06dNr17ZsnXr1pxatWzZwpUokSxZt+pXqiRL1q1atTp1Avjq1a1atVy5ooUL161bqFDNgghA4kSKpUqBkiXr1i1cuAzZsnXrFq5Jk2LFunXLlidPr17dqlVr1KhXr27ZssWKVS1cuG7dQoWK1qxZAIweRXrpEqFTp2o9rTXl1Sta/7RuRYoEC1atWrTw4AEFalasWJEipUplS22rVrNw4bp1a9MmWK9eAcCbV2+oUJ5ixbp1CxcuP7Vq3bqFixGjWLFu3bK1aVOsWLdo0erUqVWrW7ZstWpFCxeuW7dOnZqVGsBq1q1dv4YdW/Zs2p8+bXr1ypatW7fm1KplyxauRIlkybqVvFIlWbJu1arVqdOrV7dq1XLlihYuXLduoUI1SzwA8uXNlyoFSpasW7dw4TJky9atW7gmTYoV69YtW548AXz16latWqNGvXp1y5YtVqxq4cJ16xYqVLRmzQKgcSPHS5cInTpVa2StKa9e0aJ1K1IkWLBq1aKFBw8oULNixf+KFClVKls+W7WahQvXrVubNsF69QoA06ZOQ4XyFCvWrVu4cPmpVevWLVyMGMWKdeuWrU2bYsW6RYtWp06tWt2yZatVK1q4cN26derUrL4A/gIOLHgw4cKGDyPu1AmWKFG3buHCdYsQIVyWW7Xy5AkX51u3Vq3CZcsWLlytWuG6dQsXrli4XsMmdesWgNq2b4sSZStVKly+fR86hGu4LFmfPuFKnrxVK1y3buHCxYoVrlu3cOGChWs791K3bgEIL378pUuoOHG6dQsXLlqDBuGKz4qVJ0+4cN2yZYsUqVu1ANayZStVKlwHD7rCtZAhJlu2AESUONGTJ1qmTOHSqDH/USJcH2HB8uQJV8lbt1q1wnXrFi5crlzhunULF65YuHDduoULlylbtgAEFTqUaFGjR5EmVZopU6dWrW7dwoUrz6lTt27FSpLElKlbt2Jp0uTK1S1WrF69MmXqFi1at27RwjUXVy27rlwB0LuXb6dOqWTJwjUYlyRXrm7darVjBylStmy5ypQpVSpbr17JksWK1a1atW7dooWLNK5atWy9egWAdWvXkyYlGjXqVu1bPzZtsmXL1ZEjpkzVqvWqUSNJkmSdOkWK1KdPtm7dqlWLFi5ct269ejVLlSoA38GHz5SplCtXt27hwqWnVatbt2D16FGq1K1brypVYsXqFiz//wBhrVp1q1atW7dq4VqIixatWrBgAZhIsaLFixgzatzIMVOmTq1a3bqFC1eeU6du3YqVJIkpU7duxdKkyZWrW6xYvXplytQtWrRu3aKFqyiuWkhduQLAtKnTTp1SyZKFqyouSa5c3brVascOUqRs2XKVKVOqVLZevZIlixWrW7Vq3bpFC5ddXLVq2Xr1CoDfv4AnTUo0atStw7d+bNpky5arI0dMmapV61WjRpIkyTp1ihSpT59s3bpVqxYtXLhu3Xr1apYqVQBiy56dKVMpV65u3cKFS0+rVrduwerRo1SpW7deVarEitUtWNBhrVp1q1atW7dq4dqOixatWrBgAf8YT768+fPo06tfz37RIj+oUNmyRYqUKEaMYsU6BQDAI4CPZs0SRYKEKFGzGjXKkePTJ1ubNlWqVAsXLleucOGyRYsWAJAhRUKC9OjVq1u3XLmSVakSLFijAADw42fWLEYlSoACVWvRIj9+VKm6pUmTK1e1cOFy5QoXLlu0aAGgWtXqnz9yOHGqVcuSJUx37qBCxQkAAESIXr3SgwABI0as4sRp0ECSJFukSDlyJAsXLlWqbNmaFSsWAMSJFTNitIcVq1u3Vq1qBQkSLFijAAAwZEiWrEclSoQKRWvQIDVqUKG6dekSK1a0cOFatQoXLlu0aAHg3dv3b+DBhQ8nXnz/0SI/qFDZskWKlChGjGLFOgUAwKNHs2aJIkFClKhZjRrlyPHpk61NmypVqoULlytXuHDZokULwH38+SFBevTqFcBbt1y5klWpEixYowAA8ONn1ixGJUqAAlVr0SI/flSpuqVJkytXtXDhcuUKFy5btGgBaOny5Z8/cjhxqlXLkiVMd+6gQsUJAABEiF690oMAASNGrOLEadBAkiRbpEg5ciQLFy5VqmzZmhUrFoCwYscyYrSHFatbt1atagUJEixYowAAMGRIlqxHJUqECkVr0CA1alChunXpEitWtHDhWrUKFy5btGgBqGz5MubMmjdz7uw5VKhNrVrZsnXr1hpa/7Ru3cJlyFCsWLdmO3LkypUtWrQqVUqVyhZwVapk4cJ165YoUbOWA2ju/PmoUaVixcJlHZcgW7ZwcYcEyZUrW7ZubdrUqtWtWrVGjXr16pYtW7Fi1cJlH1eqVLVmzQLgHyAAgQMBaNJE6dSpWrVs2TITK1atWrcePVKlqlatWWHCYMIkK1YsRYpOnbJ16xYqVLNw4bp1y5KlV65cAbB5E2eoUJ5ixbr189afWrVu3cLFiJErV7du2dKkqVUrW7VqiRLVqpUtra5c0cL1FRcqVLVkyQJwFm1atWvZtnX7Fm6oUK5SpcJ1F9etSJFw9W3V6tQpXINt2WLFCtetW7hwvf96hQsyZFm4KFc+desWAM2bOY8aRUuVKlyjR0eKhAs1LVqgQOFyfevWq1e4bt3ChcuVK1y7d8PC9Ru4qVu3ABQ3fnzTplWmTN26hQvXrUSJcFVXpQoUKFy4brlyVaoUrlu3bNlixQpX+vSucLV3/8mWLQDz6dcfNUrWqlW4+POnBJASroGzZqFChSvhrVuvXuG6dQsXLliwcFm0GAuXxo2obt0CADKkyJEkS5o8iTJlqFCuUqXCBRPXrUiRcNls1erUKVw8bdlixQrXrVu4cL16hStpUlm4mjo9desWgKlUq44aRUuVKlxcuUaKhCssLVqgQOE6e+vWq1e4bt3Chcv/lStcdOnCwoU3r6lbtwD4/Qt406ZVpkzduoUL161EiXA5VqUKFChcuG65clWqFK5bt2zZYsUKl2jRrnCZPv3Jli0ArFu7HjVK1qpVuGrXpkQJl+5Zs1ChwgX81q1Xr3DduoULFyxYuJo3j4UrunRUt24BuI49u/bt3Lt7/w7ekydSsWLhOo/L0atXuHDV2rGDFStcuGz9+ePK1a1Zs0qVAtiq1S2CtQziQohr1ixbsmQBgBhRoihRrWjRwpURl6hZs3DhovXliytXuHDV+vQpVixctmzJkjVrFi6at2ziwomrVq1bsWIBABpUKCZMnl69wpUUlyFXrm7dmmXDRqtW/7du0bpzhxSpW7RoZcrUqhUusrJk0cKVFleqVLRevQIQV+7cUKFUzZqFSy8uTbNm4cJV68mTVq1w4ar16VOsWLhs2YoVa9YsXLcs37KFSzMuWrRuxYoFQPRo0qVNn0adWvVqT55IxYqFSzYuR69e4cJVa8cOVqxw4bL1548rV7dmzSpVqlWrW81rPccVHdesWbZkyQKQXft2UaJa0aKFSzwuUbNm4cJF68sXV65w4ar16VOsWLhs2ZIla9YsXP1vAbx1CxdBXLVq3YoVCwDDhg4xYfL06hWuirgMuXJ169YsGzZatbp1i9adO6RI3aJFK1OmVq1wwZQlixaumrhSpf+i9eoVgJ4+f4YKpWrWLFxGcWmaNQsXrlpPnrRqhQtXrU+fYsXCZctWrFizZuG6JfaWLVxmcdGidStWLABu38KNK3cu3bp27+rRo8mUqVq1DBmyVamSLFmN/vxJlIgWLTybNmHCRAsLllGjNm2yJUcOLVqtcOHChAkXLlmxYgFIrXr1nj2kWLGyZUuSJFyiRNGixciTp0qVatV648pVqVK37tyxZYsVK1yNGuHCRQsXrlGjcOGqJUsWgO7ev69Z4wkUKFq05sy5VakSLFiEJMGXRIuWF0+eKlWa1aRJqlSYAGKqdecOLVqmbt0iRAgXrlYPAUSUOHHPHlOqVNmyNWn/0q1MmWjRYiRJEiVKtWq1UaVq1ChbcODQorVq1a1ChW7dioULFydOuHDVihULQFGjR5EmVbqUaVOnevRoMmWqVi1DhmxVqiRLVqM/fxIlokULz6ZNmDDRwoJl1KhNm2zJkUOLVitcuDBhwoVLVqxYAAAHFrxnDylWrGzZkiQJlyhRtGgx8uSpUqVatd64clWq1K07d2zZYsUKV6NGuHDRwoVr1ChcuGrJkgWAdm3ba9Z4AgWKFq05c25VqgQLFiFJxyXRouXFk6dKlWY1aZIqFSZMte7coUXL1K1bhAjhwtWKPADz59Hv2WNKlSpbtiZNupUpEy1ajCRJokSpVq02/wBVqRo1yhYcOLRorVp1q1ChW7di4cLFiRMuXLVixQLAsaPHjyBDihxJsmSmTKNIkapVy5YtULFi1aqFK1UqVqxq1bKFCtWqVbSCokJ16lSto7JkwbLF1NapU65atQJAtapVTJhKoUJlq6utU7Nm2bKFy5VZV7Vq2YoVy5WrWrZsxYr16pWtu7Ty3tp7q1UrWbBgARhMuDAlSqJIkaJFq1YtULFi0aJ1q1UrV65o0aqFClWpUrRq1XLl6tQpWrZswYL1ypZrW6BApTp1CoDt27gxYSqFCpUtW7dunZo1y5YtXK5cvXpVq5atV69atbJVq5YsWa9e2dpeqxYtW7Zu3f9ixUrWq1cA0qtfz769+/fw48tHg2bWokWpUsmShStPHoC3btXChQsRolq1aOHCRYmSLIi4cFmy9EqWLFy4MsWKVasWLlyQXLkCUNLkyTJlaA0alCrVrFm4/vy5dasWLlyKFNGiNQsXrkqVYMmShQuXJUuyZs3ChSvTrFm1auHCBWnWLABZtW7FgmWWIUOlSsGChQs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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display.Image(filename=\"dcgan.gif.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
